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Ma W, Tang W, Kwok JS, Tong AH, Lo CW, Chu AT, Chung BH. A review on trends in development and translation of omics signatures in cancer. Comput Struct Biotechnol J 2024; 23:954-971. [PMID: 38385061 PMCID: PMC10879706 DOI: 10.1016/j.csbj.2024.01.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 01/31/2024] [Accepted: 01/31/2024] [Indexed: 02/23/2024] Open
Abstract
The field of cancer genomics and transcriptomics has evolved from targeted profiling to swift sequencing of individual tumor genome and transcriptome. The steady growth in genome, epigenome, and transcriptome datasets on a genome-wide scale has significantly increased our capability in capturing signatures that represent both the intrinsic and extrinsic biological features of tumors. These biological differences can help in precise molecular subtyping of cancer, predicting tumor progression, metastatic potential, and resistance to therapeutic agents. In this review, we summarized the current development of genomic, methylomic, transcriptomic, proteomic and metabolic signatures in the field of cancer research and highlighted their potentials in clinical applications to improve diagnosis, prognosis, and treatment decision in cancer patients.
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Affiliation(s)
- Wei Ma
- Hong Kong Genome Institute, Hong Kong, China
| | - Wenshu Tang
- Hong Kong Genome Institute, Hong Kong, China
| | | | | | | | | | - Brian H.Y. Chung
- Hong Kong Genome Institute, Hong Kong, China
- Department of Pediatrics and Adolescent Medicine, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Hong Kong Genome Project
- Hong Kong Genome Institute, Hong Kong, China
- Department of Pediatrics and Adolescent Medicine, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong, China
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2
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Schreuder A, Wendel TJ, Dorresteijn CGV, Noordermeer SM. (Single-stranded DNA) gaps in understanding BRCAness. Trends Genet 2024:S0168-9525(24)00100-8. [PMID: 38789375 DOI: 10.1016/j.tig.2024.04.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Revised: 04/22/2024] [Accepted: 04/23/2024] [Indexed: 05/26/2024]
Abstract
The tumour-suppressive roles of BRCA1 and 2 have been attributed to three seemingly distinct functions - homologous recombination, replication fork protection, and single-stranded (ss)DNA gap suppression - and their relative importance is under debate. In this review, we examine the origin and resolution of ssDNA gaps and discuss the recent advances in understanding the role of BRCA1/2 in gap suppression. There are ample data showing that gap accumulation in BRCA1/2-deficient cells is linked to genomic instability and chemosensitivity. However, it remains unclear whether there is a causative role and the function of BRCA1/2 in gap suppression cannot unambiguously be dissected from their other functions. We therefore conclude that the three functions of BRCA1 and 2 are closely intertwined and not mutually exclusive.
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Affiliation(s)
- Anne Schreuder
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - Tiemen J Wendel
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands; Oncode Institute, Utrecht, The Netherlands
| | - Carlo G V Dorresteijn
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands
| | - Sylvie M Noordermeer
- Leiden University Medical Center, Department of Human Genetics, Leiden, The Netherlands; Oncode Institute, Utrecht, The Netherlands.
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3
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Németh E, Szüts D. The mutagenic consequences of defective DNA repair. DNA Repair (Amst) 2024; 139:103694. [PMID: 38788323 DOI: 10.1016/j.dnarep.2024.103694] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Revised: 05/10/2024] [Accepted: 05/14/2024] [Indexed: 05/26/2024]
Abstract
Multiple separate repair mechanisms safeguard the genome against various types of DNA damage, and their failure can increase the rate of spontaneous mutagenesis. The malfunction of distinct repair mechanisms leads to genomic instability through different mutagenic processes. For example, defective mismatch repair causes high base substitution rates and microsatellite instability, whereas homologous recombination deficiency is characteristically associated with deletions and chromosome instability. This review presents a comprehensive collection of all mutagenic phenotypes associated with the loss of each DNA repair mechanism, drawing on data from a variety of model organisms and mutagenesis assays, and placing greatest emphasis on systematic analyses of human cancer datasets. We describe the latest theories on the mechanism of each mutagenic process, often explained by reliance on an alternative repair pathway or the error-prone replication of unrepaired, damaged DNA. Aided by the concept of mutational signatures, the genomic phenotypes can be used in cancer diagnosis to identify defective DNA repair pathways.
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Affiliation(s)
- Eszter Németh
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Budapest, Hungary
| | - Dávid Szüts
- Institute of Molecular Life Sciences, HUN-REN Research Centre for Natural Sciences, Budapest, Hungary.
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4
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Lee M, Yoo TK, Chae BJ, Lee A, Cha YJ, Lee J, Ahn SG, Kang J. Luminal androgen receptor subtype and tumor-infiltrating lymphocytes groups based on triple-negative breast cancer molecular subclassification. Sci Rep 2024; 14:11278. [PMID: 38760384 PMCID: PMC11101432 DOI: 10.1038/s41598-024-61640-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Accepted: 05/08/2024] [Indexed: 05/19/2024] Open
Abstract
In our previous study, we developed a triple-negative breast cancer (TNBC) subtype classification that correlated with the TNBC molecular subclassification. In this study, we aimed to evaluate the predictor variables of this subtype classification on the whole slide and to validate the model's performance by using an external test set. We explored the characteristics of this subtype classification and investigated genomic alterations, including genomic scar signature scores. First, TNBC was classified into the luminal androgen receptor (LAR) and non-luminal androgen receptor (non-LAR) subtypes based on the AR Allred score (≥ 6 and < 6, respectively). Then, the non-LAR subtype was further classified into the lymphocyte-predominant (LP), lymphocyte-intermediate (LI), and lymphocyte-depleted (LD) groups based on stromal tumor-infiltrating lymphocytes (TILs) (< 20%, > 20% but < 60%, and ≥ 60%, respectively). This classification showed fair agreement with the molecular classification in the test set. The LAR subtype was characterized by a high rate of PIK3CA mutation, CD274 (encodes PD-L1) and PDCD1LG2 (encodes PD-L2) deletion, and a low homologous recombination deficiency (HRD) score. The non-LAR LD TIL group was characterized by a high frequency of NOTCH2 and MYC amplification and a high HRD score.
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Affiliation(s)
- Miseon Lee
- Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Tae-Kyung Yoo
- Division of Breast Surgery, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Byung Joo Chae
- Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
| | - Ahwon Lee
- Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
- Cancer Research Institute, The Catholic University of Korea, Seoul, Republic of Korea
| | - Yoon Jin Cha
- Department of Pathology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
- Institute of Breast Cancer Precision Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Jieun Lee
- Cancer Research Institute, The Catholic University of Korea, Seoul, Republic of Korea
- Division of Medical Oncology, Department of Internal Medicine, Seoul St. Mary's Hospital, The Catholic University of Korea, Seoul, Republic of Korea
| | - Sung Gwe Ahn
- Department of Surgery, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea.
- Institute for Breast Cancer Precision Medicine, Yonsei University College of Medicine, Seoul, Republic of Korea.
| | - Jun Kang
- Department of Hospital Pathology, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea.
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5
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Pilié PG, Giuliani V, Wang WL, McGrail DJ, Bristow CA, Ngoi NY, Kyewalabye K, Wani KM, Le H, Campbell E, Sanchez NS, Yang D, Gheeya JS, Goswamy RV, Holla V, Shaw KR, Meric-Bernstam F, Liu CY, Ma X, Feng N, Machado AA, Bardenhagen JP, Vellano CP, Marszalek JR, Rajendra E, Piscitello D, Johnson TI, Likhatcheva M, Elinati E, Majithiya J, Neves J, Grinkevich V, Ranzani M, Luzarraga MR, Boursier M, Armstrong L, Geo L, Lillo G, Tse WY, Lazar AJ, Kopetz SE, Geck Do MK, Lively S, Johnson MG, Robinson HM, Smith GC, Carroll CL, Di Francesco ME, Jones P, Heffernan TP, Yap TA. Ataxia-Telangiectasia Mutated Loss-of-Function Displays Variant and Tissue-Specific Differences across Tumor Types. Clin Cancer Res 2024; 30:2121-2139. [PMID: 38416404 PMCID: PMC11094420 DOI: 10.1158/1078-0432.ccr-23-1763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 10/31/2023] [Accepted: 02/21/2024] [Indexed: 02/29/2024]
Abstract
PURPOSE Mutations in the ATM gene are common in multiple cancers, but clinical studies of therapies targeting ATM-aberrant cancers have yielded mixed results. Refinement of ATM loss of function (LOF) as a predictive biomarker of response is urgently needed. EXPERIMENTAL DESIGN We present the first disclosure and preclinical development of a novel, selective ATR inhibitor, ART0380, and test its antitumor activity in multiple preclinical cancer models. To refine ATM LOF as a predictive biomarker, we performed a comprehensive pan-cancer analysis of ATM variants in patient tumors and then assessed the ATM variant-to-protein relationship. Finally, we assessed a novel ATM LOF biomarker approach in retrospective clinical data sets of patients treated with platinum-based chemotherapy or ATR inhibition. RESULTS ART0380 had potent, selective antitumor activity in a range of preclinical cancer models with differing degrees of ATM LOF. Pan-cancer analysis identified 10,609 ATM variants in 8,587 patient tumors. Cancer lineage-specific differences were seen in the prevalence of deleterious (Tier 1) versus unknown/benign (Tier 2) variants, selective pressure for loss of heterozygosity, and concordance between a deleterious variant and ATM loss of protein (LOP). A novel ATM LOF biomarker approach that accounts for variant classification, relationship to ATM LOP, and tissue-specific penetrance significantly enriched for patients who benefited from platinum-based chemotherapy or ATR inhibition. CONCLUSIONS These data help to better define ATM LOF across tumor types in order to optimize patient selection and improve molecularly targeted therapeutic approaches for patients with ATM LOF cancers.
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Affiliation(s)
- Patrick G. Pilié
- Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Virginia Giuliani
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Wei-Lien Wang
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Daniel J. McGrail
- Center for Immunotherapy and Precision Immuno-Oncology, Cleveland Clinic, Cleveland, Ohio
| | - Christopher A. Bristow
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Natalie Y.L. Ngoi
- Department of Investigational Cancer Therapeutics (Phase I Program), Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Keith Kyewalabye
- Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Khalida M. Wani
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Hung Le
- Department of Investigational Cancer Therapeutics (Phase I Program), Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Erick Campbell
- Department of Investigational Cancer Therapeutics (Phase I Program), Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Nora S. Sanchez
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Dong Yang
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jinesh S. Gheeya
- The University of Texas Health Science Center at Houston, Houston, Texas
| | | | - Vijaykumar Holla
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Kenna Rael Shaw
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Funda Meric-Bernstam
- Department of Investigational Cancer Therapeutics (Phase I Program), Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Chiu-Yi Liu
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - XiaoYan Ma
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ningping Feng
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Annette A. Machado
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Jennifer P. Bardenhagen
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Christopher P. Vellano
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Joseph R. Marszalek
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Eeson Rajendra
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Desiree Piscitello
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Timothy I. Johnson
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Maria Likhatcheva
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Elias Elinati
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Jayesh Majithiya
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Joana Neves
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Vera Grinkevich
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Marco Ranzani
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Marina Roy Luzarraga
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Marie Boursier
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Lucy Armstrong
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Lerin Geo
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Giorgia Lillo
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Wai Yiu Tse
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Alexander J. Lazar
- Department of Pathology, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Department of Genomic Medicine, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Scott E. Kopetz
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Mary K. Geck Do
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Sarah Lively
- ChemPartner Corporation, San Francisco, California
| | | | - Helen M.R. Robinson
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Graeme C.M. Smith
- Artios Pharma, the Glenn Berge Building, Babraham Research Campus, Cambridge, United Kingdom
| | - Christopher L. Carroll
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - M. Emilia Di Francesco
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Philip Jones
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Timothy P. Heffernan
- TRACTION (Translational Research to Advance Therapeutics and Innovation in Oncology), The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Timothy A. Yap
- Department of Investigational Cancer Therapeutics (Phase I Program), Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Institute for Personalized Cancer Therapy, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Institute for Applied Cancer Science, The University of Texas MD Anderson Cancer Center, Houston, Texas
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Chan-Pak-Choon F, Foulkes WD. On the Hunt for the Missed Genetic Causes of Multiple Primary Tumors. Cancer Prev Res (Phila) 2024; 17:193-195. [PMID: 38693900 DOI: 10.1158/1940-6207.capr-24-0115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 03/26/2024] [Accepted: 03/26/2024] [Indexed: 05/03/2024]
Abstract
Improved cancer screening and treatment programs have led to an increased survivorship of patients with cancer, but consequently also to the rise in number of individuals with multiple primary tumors (MPT). Germline testing is the first approach investigating the cause of MPT, as a positive result provides a diagnosis and proper clinical management to the affected individual and their family. Negative or inconclusive genetic results could suggest non-genetic causes, but are negative genetic results truly negative? Herein, we discuss the potential sources of missed genetic causes and highlight the trove of knowledge MPT can provide. See related article by Borja et al., p. 209.
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Affiliation(s)
- Fiona Chan-Pak-Choon
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
| | - William D Foulkes
- Department of Human Genetics, McGill University, Montreal, Quebec, Canada
- Lady Davis Institute for Medical Research, Jewish General Hospital, Montreal, Quebec, Canada
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Boidot R, Blum MGB, Wissler MP, Gottin C, Ruzicka J, Chevrier S, Delhomme TM, Audoux J, Jeanniard A, Just PA, Harter P, Pignata S, González-Martin A, Marth C, Mäenpää J, Colombo N, Vergote I, Fujiwara K, Duforet-Frebourg N, Bertrand D, Philippe N, Ray-Coquard I, Pujade-Lauraine E. Clinical evaluation of a low-coverage whole-genome test for detecting homologous recombination deficiency in ovarian cancer. Eur J Cancer 2024; 202:113978. [PMID: 38471290 DOI: 10.1016/j.ejca.2024.113978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 02/22/2024] [Accepted: 02/24/2024] [Indexed: 03/14/2024]
Abstract
BACKGROUND The PAOLA-1/ENGOT-ov25 trial showed that maintenance olaparib plus bevacizumab increases survival of advanced ovarian cancer patients with homologous recombination deficiency (HRD). However, decentralized solutions to test for HRD in clinical routine are scarce. The goal of this study was to retrospectively validate on tumor samples from the PAOLA-1 trial, the decentralized SeqOne assay, which relies on shallow Whole Genome Sequencing (sWGS) to capture genomic instability and targeted sequencing to determine BRCA status. METHODS The study comprised 368 patients from the PAOLA-1 trial. The SeqOne assay was compared to the Myriad MyChoice HRD test (Myriad Genetics), and results were analyzed with respect to Progression-Free Survival (PFS). RESULTS We found a 95% concordance between the HRD status of the two tests (95% Confidence Interval (CI); 92%-97%). The Positive Percentage Agreement (PPA) of the sWGS test was 95% (95% CI; 91%-97%) like its Negative Percentage Agreement (NPA) (95% CI; 89%-98%). In patients with HRD-positive tumors treated with olaparib plus bevacizumab, the PFS Hazard Ratio (HR) was 0.38 (95% CI; 0.26-0.54) with SeqOne assay and 0.32 (95% CI; 0.22-0.45) with the Myriad assay. In patients with HRD-negative tumors, HR was 0.99 (95% CI; 0.68-1.42) and 1.05 (95% CI; 0.70-1.57) with SeqOne and Myriad assays. Among patients with BRCA-wildtype tumors, those with HRD-positive tumors, benefited from olaparib plus bevacizumab maintenance, with HR of 0.48 (95% CI: 0.29-0.79) and of 0.38 (95% CI: 0.23 to 0.63) with the SeqOne and Myriad assay. CONCLUSION The SeqOne assay offers a clinically validated approach to detect HRD.
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Affiliation(s)
- Romain Boidot
- Unit of Molecular Biology, Department of Biology and Pathology of Tumors, Georges-François Leclerc Cancer Center - UNICANCER, Dijon, France
| | | | | | | | | | - Sandy Chevrier
- Unit of Molecular Biology, Department of Biology and Pathology of Tumors, Georges-François Leclerc Cancer Center - UNICANCER, Dijon, France
| | | | | | | | - Pierre-Alexandre Just
- APHM (Assistance Publique - Hôpitaux de Marseille), Service de Pathologie Hôpitaux et services de santé, Marseille, Provence-Alpes-Côte d'Azur, France
| | - Philipp Harter
- Department of Gynecology & Gynecologic Oncology, Kliniken Essen-Mitte, Essen, Germany
| | - Sandro Pignata
- Department of Urology and Gynecology, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, and Multicenter Italian Trials in Ovarian Cancer and Gynecologic Malignancies (MITO), Naples, Italy
| | | | - Christian Marth
- Department of Obstetrics and Gynecology, Medical University Innsbruck, Innsbruck, Austria
| | - Johanna Mäenpää
- Tampere University Hospital, Department of Obstetrics and Gynecology, Finland
| | - Nicoletta Colombo
- University of Milan-Bicocca and European Institute of Oncology IRCCS, Milan, Italy
| | - Ignace Vergote
- University Hospital Leuven, Leuven Cancer Institute, Leuven, Belgium, European Union
| | - Keiichi Fujiwara
- Saitama Medical University International Medical Center, Saitama, Japan
| | | | | | | | - Isabelle Ray-Coquard
- Centre Léon BERARD, and University Claude Bernard Lyon I, Lyon and Groupe d'Investigateurs Nationaux pour l'Etude des Cancers Ovariens (GINECO), Lyon, France
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8
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Park JE, Smith MA, Van Alsten SC, Walens A, Wu D, Hoadley KA, Troester MA, Love MI. Diffsig: Associating Risk Factors with Mutational Signatures. Cancer Epidemiol Biomarkers Prev 2024; 33:721-730. [PMID: 38426904 PMCID: PMC11062813 DOI: 10.1158/1055-9965.epi-23-0728] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 10/12/2023] [Accepted: 02/28/2024] [Indexed: 03/02/2024] Open
Abstract
BACKGROUND Somatic mutational signatures elucidate molecular vulnerabilities to therapy, and therefore detecting signatures and classifying tumors with respect to signatures has clinical value. However, identifying the etiology of the mutational signatures remains a statistical challenge, with both small sample sizes and high variability in classification algorithms posing barriers. As a result, few signatures have been strongly linked to particular risk factors. METHODS Here, we develop a statistical model, Diffsig, for estimating the association of one or more continuous or categorical risk factors with DNA mutational signatures. Diffsig takes into account the uncertainty associated with assigning signatures to samples as well as multiple risk factors' simultaneous effect on observed DNA mutations. RESULTS We applied Diffsig to breast cancer data to assess relationships between five established breast-relevant mutational signatures and etiologic variables, confirming known mechanisms of cancer development. In simulation, our model was capable of accurately estimating expected associations in a variety of contexts. CONCLUSIONS Diffsig allows researchers to quantify and perform inference on the associations of risk factors with mutational signatures. IMPACT We expect Diffsig to provide more robust associations of risk factors with signatures to lead to better understanding of the tumor development process and improved models of tumorigenesis.
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Affiliation(s)
- Ji-Eun Park
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Markia A. Smith
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Sarah C. Van Alsten
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Andrea Walens
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Di Wu
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Division of Oral and Craniofacial Health Sciences, Adams School of Dentistry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Katherine A. Hoadley
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Melissa A. Troester
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Michael I. Love
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
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9
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Wu S, Yao X, Sun W, Jiang K, Hao J. Exploration of poly (ADP-ribose) polymerase inhibitor resistance in the treatment of BRCA1/2-mutated cancer. Genes Chromosomes Cancer 2024; 63:e23243. [PMID: 38747337 DOI: 10.1002/gcc.23243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 04/19/2024] [Indexed: 05/21/2024] Open
Abstract
Breast cancer susceptibility 1/2 (BRCA1/2) genes play a crucial role in DNA damage repair, yet mutations in these genes increase the susceptibility to tumorigenesis. Exploiting the synthetic lethality mechanism between BRCA1/2 mutations and poly(ADP-ribose) polymerase (PARP) inhibition has led to the development and clinical approval of PARP inhibitor (PARPi), representing a milestone in targeted therapy for BRCA1/2 mutant tumors. This approach has paved the way for leveraging synthetic lethality in tumor treatment strategies. Despite the initial success of PARPis, resistance to these agents diminishes their efficacy in BRCA1/2-mutant tumors. Investigations into PARPi resistance have identified replication fork stability and homologous recombination repair as key factors sensitive to PARPis. Additionally, studies suggest that replication gaps may also confer sensitivity to PARPis. Moreover, emerging evidence indicates a correlation between PARPi resistance and cisplatin resistance, suggesting a potential overlap in the mechanisms underlying resistance to both agents. Given these findings, it is imperative to explore the interplay between replication gaps and PARPi resistance, particularly in the context of platinum resistance. Understanding the impact of replication gaps on PARPi resistance may offer insights into novel therapeutic strategies to overcome resistance mechanisms and enhance the efficacy of targeted therapies in BRCA1/2-mutant tumors.
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Affiliation(s)
- Shuyi Wu
- School of Life Sciences, Zhejiang Chinese Medicine University, HangZhou, China
| | - Xuanjie Yao
- The Fourth Clinical Medical College, Zhejiang Chinese Medicine University, HangZhou, China
| | - Weiwei Sun
- School of Life Sciences, Zhejiang Chinese Medicine University, HangZhou, China
| | - Kaitao Jiang
- School of Life Sciences, Zhejiang Chinese Medicine University, HangZhou, China
| | - Jie Hao
- School of Life Sciences, Zhejiang Chinese Medicine University, HangZhou, China
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10
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Morganti S, Marra A, De Angelis C, Toss A, Licata L, Giugliano F, Taurelli Salimbeni B, Berton Giachetti PPM, Esposito A, Giordano A, Bianchini G, Garber JE, Curigliano G, Lynce F, Criscitiello C. PARP Inhibitors for Breast Cancer Treatment: A Review. JAMA Oncol 2024; 10:658-670. [PMID: 38512229 DOI: 10.1001/jamaoncol.2023.7322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2024]
Abstract
Importance Poly(adenosine diphosphate-ribose) polymerase (PARP) inhibitors have revolutionized the treatment of patients with germline BRCA1/2-associated breast cancer, representing the first targeted therapy capable of improving outcomes in patients with hereditary tumors. However, resistance to PARP inhibitors occurs in almost all patients. Observations This narrative review summarizes the biological rationale behind the use of PARP inhibitors in breast cancer, as well as the available evidence, recent progress, and potential future applications of these agents. Recent studies have shown that the benefit of PARP inhibitors extends beyond patients with germline BRCA1/2-associated metastatic breast cancer to patients with somatic BRCA1/2 variants and to those with germline PALB2 alterations. Moreover, these agents proved to be effective both in the metastatic and adjuvant settings. However, patients with metastatic breast cancer usually do not achieve the long-term benefit from PARP inhibitors observed in other tumor types. Mechanisms of resistance have been identified, but how to effectively target them is largely unknown. Ongoing research is investigating both novel therapeutics and new combination strategies to overcome resistance. PARP1-selective inhibitors, by sparing the hematological toxic effects induced by the PARP2 blockade, are promising agents to be combined with chemotherapy, antibody-drug conjugates, and other targeted therapies. Conclusions and Relevance Although the efficacy of PARP inhibitors is well established, many questions persist. Future research should focus on identifying predictive biomarkers and therapeutic strategies to overcome resistance. Integrating well-designed translational efforts into all clinical studies is thereby crucial to laying the groundwork for future insights from ongoing research.
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Affiliation(s)
- Stefania Morganti
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
- Broad Institute of MIT and Harvard, Cambridge, Massachusetts
| | | | - Carmine De Angelis
- Department of Clinical Medicine and Surgery, University Federico II, Naples, Italy
- Laster and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas
| | - Angela Toss
- Department of Oncology and Hematology, Azienda Ospedaliero-Universitaria di Modena, Modena, Italy
- Department of Medical and Surgical Sciences, University of Modena and Reggio Emilia, Modena, Italy
| | - Luca Licata
- Department of Medical Oncology, San Raffaele Hospital, Milan, Italy
- School of Medicine and Surgery, Vita-Salute San Raffaele University, Milan, Italy
| | - Federica Giugliano
- European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
- INSERM U981-Molecular Predictors and New Targets in Oncology, PRISM Center for Precision Medicine, Gustave Roussy, Villejuif, France
| | | | | | - Angela Esposito
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Antonio Giordano
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Giampaolo Bianchini
- Department of Medical Oncology, San Raffaele Hospital, Milan, Italy
- School of Medicine and Surgery, Vita-Salute San Raffaele University, Milan, Italy
| | - Judy E Garber
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Giuseppe Curigliano
- European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Filipa Lynce
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Carmen Criscitiello
- European Institute of Oncology IRCCS, Milan, Italy
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
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11
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Kong LR, Gupta K, Wu AJ, Perera D, Ivanyi-Nagy R, Ahmed SM, Tan TZ, Tan SLW, Fuddin A, Sundaramoorthy E, Goh GS, Wong RTX, Costa ASH, Oddy C, Wong H, Patro CPK, Kho YS, Huang XZ, Choo J, Shehata M, Lee SC, Goh BC, Frezza C, Pitt JJ, Venkitaraman AR. A glycolytic metabolite bypasses "two-hit" tumor suppression by BRCA2. Cell 2024; 187:2269-2287.e16. [PMID: 38608703 DOI: 10.1016/j.cell.2024.03.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Revised: 02/01/2024] [Accepted: 03/07/2024] [Indexed: 04/14/2024]
Abstract
Knudson's "two-hit" paradigm posits that carcinogenesis requires inactivation of both copies of an autosomal tumor suppressor gene. Here, we report that the glycolytic metabolite methylglyoxal (MGO) transiently bypasses Knudson's paradigm by inactivating the breast cancer suppressor protein BRCA2 to elicit a cancer-associated, mutational single-base substitution (SBS) signature in nonmalignant mammary cells or patient-derived organoids. Germline monoallelic BRCA2 mutations predispose to these changes. An analogous SBS signature, again without biallelic BRCA2 inactivation, accompanies MGO accumulation and DNA damage in Kras-driven, Brca2-mutant murine pancreatic cancers and human breast cancers. MGO triggers BRCA2 proteolysis, temporarily disabling BRCA2's tumor suppressive functions in DNA repair and replication, causing functional haploinsufficiency. Intermittent MGO exposure incites episodic SBS mutations without permanent BRCA2 inactivation. Thus, a metabolic mechanism wherein MGO-induced BRCA2 haploinsufficiency transiently bypasses Knudson's two-hit requirement could link glycolysis activation by oncogenes, metabolic disorders, or dietary challenges to mutational signatures implicated in cancer evolution.
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Affiliation(s)
- Li Ren Kong
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore; MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; Department of Pharmacology, National University of Singapore, Singapore 117600, Singapore
| | - Komal Gupta
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK
| | - Andy Jialun Wu
- Cancer Science Institute of Singapore, Singapore 117599, Singapore
| | - David Perera
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK
| | | | - Syed Moiz Ahmed
- Cancer Science Institute of Singapore, Singapore 117599, Singapore
| | - Tuan Zea Tan
- Cancer Science Institute of Singapore, Singapore 117599, Singapore
| | - Shawn Lu-Wen Tan
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; Institute of Molecular and Cell Biology (IMCB), A(∗)STAR, Singapore 138673, Singapore
| | | | | | | | | | - Ana S H Costa
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK
| | - Callum Oddy
- Department of Oncology, University of Cambridge, Cambridge CB2 0XZ, UK
| | - Hannan Wong
- Cancer Science Institute of Singapore, Singapore 117599, Singapore
| | - C Pawan K Patro
- Cancer Science Institute of Singapore, Singapore 117599, Singapore
| | - Yun Suen Kho
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore
| | - Xiao Zi Huang
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore
| | - Joan Choo
- Department of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Mona Shehata
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; Department of Oncology, University of Cambridge, Cambridge CB2 0XZ, UK
| | - Soo Chin Lee
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore; Department of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Boon Cher Goh
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore; Department of Medicine, National University of Singapore, Singapore 119228, Singapore
| | - Christian Frezza
- MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; University of Cologne, 50923 Köln, Germany
| | - Jason J Pitt
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore; Genome Institute of Singapore, A(∗)STAR, Singapore 138673, Singapore
| | - Ashok R Venkitaraman
- Cancer Science Institute of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research (N2CR), National University of Singapore, Singapore 117599, Singapore; MRC Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; Institute of Molecular and Cell Biology (IMCB), A(∗)STAR, Singapore 138673, Singapore; Department of Oncology, University of Cambridge, Cambridge CB2 0XZ, UK; Department of Medicine, National University of Singapore, Singapore 119228, Singapore.
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12
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Kim YN, Chung YS, Park E, Lee ST, Lee JY. Human epidermal growth factor receptor-2 expression and subsequent dynamic changes in patients with ovarian cancer. Sci Rep 2024; 14:7992. [PMID: 38580676 PMCID: PMC10997762 DOI: 10.1038/s41598-024-57515-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 03/19/2024] [Indexed: 04/07/2024] Open
Abstract
Human epidermal growth factor receptor-2 (HER2)-targeting drugs are increasingly being incorporated into therapeutic paradigms for non-breast cancers, yet studies on HER2 expression in ovarian cancer (OC) are inadequate. Here, we studied the HER2 status and dynamic changes in OC by reviewing the records of patients who underwent HER2 testing at a single institution. Clinical parameters, including histology, BRCA status, and immunohistochemistry (IHC), were evaluated alongside HER2 expression, timing, and anatomical location. Among 200 patients, 28% and 6% exhibited expression scores of 2+ and 3+, respectively. HER2 3+ scores were observed in 23%, 11%, 9%, and 5% of mucinous, endometrioid, clear cell, and high-grade serous tumors, respectively, and were exclusively identified in BRCA-wildtype, mismatch repair-proficient, or PD-L1-low-expressing tumors. The TP53 mutation rate was low, whereas ARID1A, KRAS, and PIK3CA mutations were relatively more prevalent with HER2 scores of 2+ or 3+ than with 0 or 1+. Four of the five tumors with an HER2 3+ score exhibited ERBB2 amplification. Among 19 patients who underwent multiple time-lagged biopsies, 11 showed increased HER2 expression in subsequent biopsies. Patients with HER2-overexpressing OC exhibited distinct histological, IHC, and genomic profiles. HER2-targeting agents are potential options for BRCA-wildtype patients, particularly as later lines of treatment.
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Affiliation(s)
- Yoo-Na Kim
- Department of Obstetrics and Gynecology, Institute of Women's Life Medical Science, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Korea
| | - Yun Soo Chung
- Department of Obstetrics and Gynecology, Institute of Women's Life Medical Science, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Korea
| | - Eunhyang Park
- Department of Pathology, Yonsei University College of Medicine, Seoul, Korea
| | - Seung Tae Lee
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Jung-Yun Lee
- Department of Obstetrics and Gynecology, Institute of Women's Life Medical Science, Yonsei University College of Medicine, 50-1 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Korea.
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13
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Pelster MS, Silverman IM, Schonhoft JD, Johnson A, Selenica P, Ulanet D, Rimkunas V, Reis-Filho JS. Post-therapy emergence of an NBN reversion mutation in a patient with pancreatic acinar cell carcinoma. NPJ Precis Oncol 2024; 8:82. [PMID: 38561473 PMCID: PMC10985087 DOI: 10.1038/s41698-024-00497-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 12/21/2023] [Indexed: 04/04/2024] Open
Abstract
Pancreatic acinar cell carcinoma (PACC) is a rare form of pancreatic cancer that commonly harbors targetable alterations, including activating fusions in the MAPK pathway and loss-of-function (LOF) alterations in DNA damage response/homologous recombination DNA repair-related genes. Here, we describe a patient with PACC harboring both somatic biallelic LOF of NBN and an activating NTRK1 fusion. Upon disease progression following 13 months of treatment with folinic acid, fluorouracil, irinotecan, and oxaliplatin (FOLFIRINOX), genomic analysis of a metastatic liver biopsy revealed the emergence of a novel reversion mutation restoring the reading frame of NBN. To our knowledge, genomic reversion of NBN has not been previously reported as a resistance mechanism in any tumor type. The patient was treated with, but did not respond to, targeted treatment with a selective NTRK inhibitor. This case highlights the complex but highly actionable genomic landscape of PACC and underlines the value of genomic profiling of rare tumor types such as PACC.
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Affiliation(s)
| | | | | | | | - Pier Selenica
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | | | - Jorge S Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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14
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Cavanagh RJ, Monteiro PF, Moloney C, Travanut A, Mehradnia F, Taresco V, Rahman R, Martin SG, Grabowska AM, Ashford MB, Alexander C. Free drug and ROS-responsive nanoparticle delivery of synergistic doxorubicin and olaparib combinations to triple negative breast cancer models. Biomater Sci 2024; 12:1822-1840. [PMID: 38407276 DOI: 10.1039/d3bm01931d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Combinations of the topoisomerase II inhibitor doxorubicin and the poly (ADP-ribose) polymerase inhibitor olaparib offer potential drug-drug synergy for the treatment of triple negative breast cancers (TNBC). In this study we performed in vitro screening of combinations of these drugs, administered directly or encapsulated within polymer nanoparticles, in both 2D and in 3D spheroid models of breast cancer. A variety of assays were used to evaluate drug potency, and calculations of combination index (CI) values indicated that synergistic effects of drug combinations occurred in a molar-ratio dependent manner. It is suggested that the mechanisms of synergy were related to enhancement of DNA damage as shown by the level of double-strand DNA breaks, and mechanisms of antagonism associated with mitochondrial mediated cell survival, as indicated by reactive oxygen species (ROS) generation. Enhanced drug delivery and potency was observed with nanoparticle formulations, with a greater extent of doxorubicin localised to cell nuclei as evidenced by microscopy, and higher cytotoxicity at the same time points compared to free drugs. Together, the work presented identifies specific combinations of doxorubicin and olaparib which were most effective in a panel of TNBC cell lines, explores the mechanisms by which these combined agents might act, and shows that formulation of these drug combinations into polymeric nanoparticles at specific ratios conserves synergistic action and enhanced potency in vitro compared to the free drugs.
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Affiliation(s)
| | - Patrícia F Monteiro
- School of Pharmacy, University of Nottingham, NG7 2RD, UK.
- Advanced Drug Delivery, Pharmaceutical Sciences, R&D, AstraZeneca, Macclesfield, UK
| | - Cara Moloney
- School of Pharmacy, University of Nottingham, NG7 2RD, UK.
- School of Medicine, BioDiscovery Institute, University of Nottingham, NG7 2RD, UK
| | | | | | | | - Ruman Rahman
- School of Medicine, BioDiscovery Institute, University of Nottingham, NG7 2RD, UK
| | - Stewart G Martin
- School of Medicine, BioDiscovery Institute, University of Nottingham, NG7 2RD, UK
| | - Anna M Grabowska
- School of Medicine, BioDiscovery Institute, University of Nottingham, NG7 2RD, UK
| | - Marianne B Ashford
- Advanced Drug Delivery, Pharmaceutical Sciences, R&D, AstraZeneca, Macclesfield, UK
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15
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Liu Y, Bi X, Leng Y, Chen D, Wang J, Ma Y, Zhang MZ, Han BW, Li Y. A deep-learning-based genomic status estimating framework for homologous recombination deficiency detection from low-pass whole genome sequencing. Heliyon 2024; 10:e26121. [PMID: 38404843 PMCID: PMC10884843 DOI: 10.1016/j.heliyon.2024.e26121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/07/2024] [Indexed: 02/27/2024] Open
Abstract
Genome-wide sequencing allows for prediction of clinical treatment responses and outcomes by estimating genomic status. Here, we developed Genomic Status scan (GSscan), a long short-term memory (LSTM)-based deep-learning framework, which utilizes low-pass whole genome sequencing (WGS) data to capture genomic instability-related features. In this study, GSscan directly surveys homologous recombination deficiency (HRD) status independent of other existing biomarkers. In breast cancer, GSscan achieved an AUC of 0.980 in simulated low-pass WGS data, and obtained a higher HRD risk score in clinical BRCA-deficient breast cancer samples (p = 1.3 × 10-4, compared with BRCA-intact samples). In ovarian cancer, GSscan obtained higher HRD risk scores in BRCA-deficient samples in both simulated data and clinical samples (p = 2.3 × 10-5 and p = 0.039, respectively, compared with BRCA-intact samples). Moreover, HRD-positive patients predicted by GSscan showed longer progression-free intervals in TCGA datasets (p = 0.0011) treated with platinum-based adjuvant chemotherapy, outperforming existing low-pass WGS-based methods. Furthermore, GSscan can accurately predict HRD status using only 1 ng of input DNA and a minimum sequencing coverage of 0.02 × , providing a reliable, accessible, and cost-effective approach. In summary, GSscan effectively and accurately detected HRD status, and provide a broadly applicable framework for disease diagnosis and selecting appropriate disease treatment.
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Affiliation(s)
- Yang Liu
- Department of BC Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Xiang Bi
- Department of Breast Surgery, Yantai Yuhuangding Hospital, Yantai, Shandong, China
| | - Yang Leng
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Dan Chen
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Juan Wang
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Youjia Ma
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Min-Zhe Zhang
- GeneGenieDx Corp, 160 E Tasman Dr, San Jose, CA, USA
| | - Bo-Wei Han
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Yalun Li
- Department of Breast Surgery, Yantai Yuhuangding Hospital, Yantai, Shandong, China
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16
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Meijer TG, Martens JWM, Prager-van der Smissen WJC, Verkaik NS, Beaufort CM, van Herk S, Robert-Finestra T, Hoogenboezem RM, Ruigrok-Ritstier K, Paul MW, Gribnau J, Bindels EMJ, Kanaar R, Jager A, van Gent DC, Hollestelle A. Functional Homologous Recombination (HR) Screening Shows the Majority of BRCA1/2-Mutant Breast and Ovarian Cancer Cell Lines Are HR-Proficient. Cancers (Basel) 2024; 16:741. [PMID: 38398132 PMCID: PMC10887177 DOI: 10.3390/cancers16040741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Revised: 01/30/2024] [Accepted: 02/08/2024] [Indexed: 02/25/2024] Open
Abstract
Tumors with a pathogenic BRCA1/2 mutation are homologous recombination (HR)-deficient (HRD) and consequently sensitive to platinum-based chemotherapy and Poly-[ADP-Ribose]-Polymerase inhibitors (PARPi). We hypothesized that functional HR status better reflects real-time HR status than BRCA1/2 mutation status. Therefore, we determined the functional HR status of 53 breast cancer (BC) and 38 ovarian cancer (OC) cell lines by measuring the formation of RAD51 foci after irradiation. Discrepancies between functional HR and BRCA1/2 mutation status were investigated using exome sequencing, methylation and gene expression data from 50 HR-related genes. A pathogenic BRCA1/2 mutation was found in 10/53 (18.9%) of BC and 7/38 (18.4%) of OC cell lines. Among BRCA1/2-mutant cell lines, 14/17 (82.4%) were HR-proficient (HRP), while 1/74 (1.4%) wild-type cell lines was HRD. For most (80%) cell lines, we explained the discrepancy between functional HR and BRCA1/2 mutation status. Importantly, 12/14 (85.7%) BRCA1/2-mutant HRP cell lines were explained by mechanisms directly acting on BRCA1/2. Finally, functional HR status was strongly associated with COSMIC single base substitution signature 3, but not BRCA1/2 mutation status. Thus, the majority of BRCA1/2-mutant cell lines do not represent a suitable model for HRD. Moreover, exclusively determining BRCA1/2 mutation status may not suffice for platinum-based chemotherapy or PARPi patient selection.
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Affiliation(s)
- Titia G Meijer
- Department of Molecular Genetics, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Department of Pathology, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Oncode Institute, 3521 AL Utrecht, The Netherlands
| | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Wendy J C Prager-van der Smissen
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Nicole S Verkaik
- Department of Molecular Genetics, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Oncode Institute, 3521 AL Utrecht, The Netherlands
| | - Corine M Beaufort
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Stanley van Herk
- Oncode Institute, 3521 AL Utrecht, The Netherlands
- Department of Hematology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Teresa Robert-Finestra
- Oncode Institute, 3521 AL Utrecht, The Netherlands
- Department of Developmental Biology, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Remco M Hoogenboezem
- Department of Hematology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Kirsten Ruigrok-Ritstier
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Maarten W Paul
- Department of Molecular Genetics, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Oncode Institute, 3521 AL Utrecht, The Netherlands
| | - Joost Gribnau
- Oncode Institute, 3521 AL Utrecht, The Netherlands
- Department of Developmental Biology, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Eric M J Bindels
- Department of Hematology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Roland Kanaar
- Department of Molecular Genetics, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Oncode Institute, 3521 AL Utrecht, The Netherlands
| | - Agnes Jager
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
| | - Dik C van Gent
- Department of Molecular Genetics, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
- Oncode Institute, 3521 AL Utrecht, The Netherlands
| | - Antoinette Hollestelle
- Department of Medical Oncology, Erasmus MC Cancer Institute, Erasmus University Medical Center, 3015 GD Rotterdam, The Netherlands
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17
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Ito M, Fujita Y, Shinohara A. Positive and negative regulators of RAD51/DMC1 in homologous recombination and DNA replication. DNA Repair (Amst) 2024; 134:103613. [PMID: 38142595 DOI: 10.1016/j.dnarep.2023.103613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 12/10/2023] [Accepted: 12/10/2023] [Indexed: 12/26/2023]
Abstract
RAD51 recombinase plays a central role in homologous recombination (HR) by forming a nucleoprotein filament on single-stranded DNA (ssDNA) to catalyze homology search and strand exchange between the ssDNA and a homologous double-stranded DNA (dsDNA). The catalytic activity of RAD51 assembled on ssDNA is critical for the DNA-homology-mediated repair of DNA double-strand breaks in somatic and meiotic cells and restarting stalled replication forks during DNA replication. The RAD51-ssDNA complex also plays a structural role in protecting the regressed/reversed replication fork. Two types of regulators control RAD51 filament formation, stability, and dynamics, namely positive regulators, including mediators, and negative regulators, so-called remodelers. The appropriate balance of action by the two regulators assures genome stability. This review describes the roles of positive and negative RAD51 regulators in HR and DNA replication and its meiosis-specific homolog DMC1 in meiotic recombination. We also provide future study directions for a comprehensive understanding of RAD51/DMC1-mediated regulation in maintaining and inheriting genome integrity.
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Affiliation(s)
- Masaru Ito
- Institute for Protein Research, Osaka University, Yamadaoka 3-2, Suita, Osaka 565-0871, Japan.
| | - Yurika Fujita
- Institute for Protein Research, Osaka University, Yamadaoka 3-2, Suita, Osaka 565-0871, Japan.
| | - Akira Shinohara
- Institute for Protein Research, Osaka University, Yamadaoka 3-2, Suita, Osaka 565-0871, Japan.
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18
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Sun X, Jia X, Lu Z, Tang J, Li M. Drug repositioning with adaptive graph convolutional networks. Bioinformatics 2024; 40:btad748. [PMID: 38070161 PMCID: PMC10761094 DOI: 10.1093/bioinformatics/btad748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 11/27/2023] [Accepted: 12/08/2023] [Indexed: 01/04/2024] Open
Abstract
MOTIVATION Drug repositioning is an effective strategy to identify new indications for existing drugs, providing the quickest possible transition from bench to bedside. With the rapid development of deep learning, graph convolutional networks (GCNs) have been widely adopted for drug repositioning tasks. However, prior GCNs based methods exist limitations in deeply integrating node features and topological structures, which may hinder the capability of GCNs. RESULTS In this study, we propose an adaptive GCNs approach, termed AdaDR, for drug repositioning by deeply integrating node features and topological structures. Distinct from conventional graph convolution networks, AdaDR models interactive information between them with adaptive graph convolution operation, which enhances the expression of model. Concretely, AdaDR simultaneously extracts embeddings from node features and topological structures and then uses the attention mechanism to learn adaptive importance weights of the embeddings. Experimental results show that AdaDR achieves better performance than multiple baselines for drug repositioning. Moreover, in the case study, exploratory analyses are offered for finding novel drug-disease associations. AVAILABILITY AND IMPLEMENTATION The soure code of AdaDR is available at: https://github.com/xinliangSun/AdaDR.
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Affiliation(s)
- Xinliang Sun
- School of Computer Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Xiao Jia
- School of Computer Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Zhangli Lu
- School of Computer Science and Engineering, Central South University, Changsha, Hunan 410083, China
| | - Jing Tang
- Research Program in Systems Oncology, Faculty of Medicine, University of Helsinki, FI00014 Helsinki, Finland
| | - Min Li
- School of Computer Science and Engineering, Central South University, Changsha, Hunan 410083, China
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19
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Koskela H, Li Y, Joutsiniemi T, Muranen T, Isoviita VM, Huhtinen K, Micoli G, Lavikka K, Marchi G, Hietanen S, Virtanen A, Hautaniemi S, Oikkonen J, Hynninen J. HRD related signature 3 predicts clinical outcome in advanced tubo-ovarian high-grade serous carcinoma. Gynecol Oncol 2024; 180:91-98. [PMID: 38061276 DOI: 10.1016/j.ygyno.2023.11.027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2023] [Revised: 11/14/2023] [Accepted: 11/25/2023] [Indexed: 02/18/2024]
Abstract
OBJECTIVES We evaluated usability of single base substitution signature 3 (Sig3) as a biomarker for homologous recombination deficiency (HRD) in tubo-ovarian high-grade serous carcinoma (HGSC). MATERIALS AND METHODS This prospective observational trial includes 165 patients with advanced HGSC. Fresh tissue samples (n = 456) from multiple intra-abdominal areas at diagnosis and after neoadjuvant chemotherapy (NACT) were collected for whole-genome sequencing. Sig3 was assessed by fitting samples independently with COSMIC v3.2 reference signatures. An HR scar assay was applied for comparison. Progression-free survival (PFS) and overall survival (OS) were studied using Kaplan-Meier and Cox regression analysis. RESULTS Sig3 has a bimodal distribution, eliminating the need for an arbitrary cutoff typical in HR scar tests. Sig3 could be assessed from samples with low (10%) cancer cell proportion and was consistent between multiple samples and stable during NACT. At diagnosis, 74 (45%) patients were HRD (Sig3+), while 91 (55%) were HR proficient (HRP, Sig3-). Sig3+ patients had longer PFS and OS than Sig3- patients (22 vs. 13 months and 51 vs. 34 months respectively, both p < 0.001). Sig3 successfully distinguished the poor prognostic HRP group among BRCAwt patients (PFS 19 months for Sig3+ and 13 months for Sig3- patients, p < 0.001). However, Sig3 at diagnosis did not predict chemoresponse anymore in the first relapse. The patient-level concordance between Sig3 and HR scar assay was 87%, and patients with HRD according to both tests had the longest median PFS. CONCLUSIONS Sig3 is a prognostic marker in advanced HGSC and useful tool in patient stratification for HRD.
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Affiliation(s)
- Heidi Koskela
- Department of Obstetrics and Gynecology, University of Turku and Turku University Hospital, Turku, Finland
| | - Yilin Li
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Titta Joutsiniemi
- Department of Obstetrics and Gynecology, University of Turku and Turku University Hospital, Turku, Finland
| | - Taru Muranen
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Veli-Matti Isoviita
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Kaisa Huhtinen
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland; Institute of Biomedicine and FICAN West Cancer Centre, University of Turku and Turku University Hospital, Turku, Finland
| | - Giulia Micoli
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Kari Lavikka
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Giovanni Marchi
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Sakari Hietanen
- Department of Obstetrics and Gynecology, University of Turku and Turku University Hospital, Turku, Finland
| | - Anni Virtanen
- Department of Pathology, University of Helsinki and HUS Diagnostic Center, Helsinki University Hospital, Helsinki, Finland
| | - Sampsa Hautaniemi
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Jaana Oikkonen
- Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki, Finland
| | - Johanna Hynninen
- Department of Obstetrics and Gynecology, University of Turku and Turku University Hospital, Turku, Finland.
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20
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Ishizuka Y, Horimoto Y, Eguchi H, Murakami F, Nakai K, Onagi H, Hayashi T, Ishikawa T, Arai M, Watanabe J. BRCAness of brain lesions reflects a worse outcome for patients with metastatic breast cancer. Breast Cancer Res Treat 2024; 203:49-55. [PMID: 37728693 DOI: 10.1007/s10549-023-07115-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Accepted: 08/24/2023] [Indexed: 09/21/2023]
Abstract
PURPOSE Breast cancer often metastasizes to the central nervous system. Although the prognosis of brain metastases from breast cancer has been considered poor, and systemic therapy has not contributed to an improved prognosis, newer agents are expected to be more effective. BRCAness is defined as the status of homologous recombination deficiency (HRD) in tumor tissue, regardless of the presence of pathogenic germline BRCA1/2 variants. A study employing next-generation sequencing analysis showed that HRD was found relatively frequently in brain metastases of breast cancer patients. However, there have been no studies evaluating BRCAness in brain metastases of breast cancer with more efficient, rapid, and cost-effective methods. METHODS We retrospectively investigated 17 brain metastases of breast cancer that were surgically resected at our hospital from January 2007 to December 2022. Of these, samples from 15 patients were evaluable for BRCAness by employing multiplex ligation-dependent probe amplification (MLPA) assay. RESULTS Of the 15 patients, five patients (33%) had tumors with BRCAness. Clinicopathological factors of patients with brain metastases with BRCAness were not statistically different from those of patients who possessed tumors without BRCAness. Patients with brain metastases with BRCAness had shorter overall survival compared to those without BRCAness (BRCAness, median 15 months (95% CI 2-30) vs. non-BRCAness, median 28.5 months (95% CI 10-60); P = 0.013). CONCLUSION In this study, we evaluated BRCAness in brain metastases of breast cancer with the MLPA method, and found that about one-third of patients had BRCAness-positive tumors. The analysis of BRCAness using MLPA has the potential for practical clinical use.
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Affiliation(s)
- Yumiko Ishizuka
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Yoshiya Horimoto
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan.
- Department of Human Pathology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan.
- Department of Breast Surgery and Oncology, Tokyo Medical University, 6-1-1 Shinjuku, Shinjuku-ku, Tokyo, 160-8402, Japan.
| | - Hidetaka Eguchi
- Diagnostics and Therapeutics of Intractable Disease, Juntendo University Graduate School of Medicine, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Fumi Murakami
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Katsuya Nakai
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Hiroko Onagi
- Department of Human Pathology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Takuo Hayashi
- Department of Human Pathology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Takashi Ishikawa
- Department of Breast Surgery and Oncology, Tokyo Medical University, 6-1-1 Shinjuku, Shinjuku-ku, Tokyo, 160-8402, Japan
| | - Masami Arai
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
- Diagnostics and Therapeutics of Intractable Disease, Juntendo University Graduate School of Medicine, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
- Clinical Genetics, Juntendo University Graduate School of Medicine, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
| | - Junichiro Watanabe
- Department of Breast Oncology, Faculty of Medicine, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo, 113-0033, Japan
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21
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van Wijk LM, Vermeulen S, Ter Haar NT, Kramer CJH, Terlouw D, Vrieling H, Cohen D, Vreeswijk MPG. Performance of a RAD51-based functional HRD test on paraffin-embedded breast cancer tissue. Breast Cancer Res Treat 2023; 202:607-616. [PMID: 37725154 PMCID: PMC10564840 DOI: 10.1007/s10549-023-07102-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 08/18/2023] [Indexed: 09/21/2023]
Abstract
PURPOSE BRCA-deficient breast cancers (BC) are highly sensitive to platinum-based chemotherapy and PARP inhibitors due to their deficiency in the homologous recombination (HR) pathway. However, HR deficiency (HRD) extends beyond BRCA-associated BC, highlighting the need for a sensitive method to enrich for HRD tumors in an alternative way. A promising approach is the use of functional HRD tests which evaluate the HR capability of tumor cells by measuring RAD51 protein accumulation at DNA damage sites. This study aims to evaluate the performance of a functional RAD51-based HRD test for the identification of HRD BC. METHODS The functional HR status of 63 diagnostic formalin-fixed paraffin-embedded (FFPE) BC samples was determined by applying the RAD51-FFPE test. Samples were screened for the presence of (epi)genetic defects in HR and matching tumor samples were analyzed with the RECAP test, which requires ex vivo irradiated fresh tumor tissue on the premise that the HRD status as determined by the RECAP test faithfully represented the functional HR status. RESULTS The RAD51-FFPE test identified 23 (37%) of the tumors as HRD, including three tumors with pathogenic variants in BRCA1/2. The RAD51-FFPE test showed a sensitivity of 88% and a specificity of 76% in determining the HR-class as defined by the RECAP test. CONCLUSION Given its high sensitivity and compatibility with FFPE samples, the RAD51-FFPE test holds great potential to enrich for HRD tumors, including those associated with BRCA-deficiency. This potential extends to situations where DNA-based testing may be challenging or not easily accessible in routine clinical practice. This is particularly important considering the potential implications for treatment decisions and patient stratification.
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Affiliation(s)
- Lise M van Wijk
- Department of Human Genetics, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Sylvia Vermeulen
- Department of Human Genetics, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Natalja T Ter Haar
- Department of Pathology, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Claire J H Kramer
- Department of Pathology, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Diantha Terlouw
- Department of Pathology, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Harry Vrieling
- Department of Human Genetics, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Danielle Cohen
- Department of Pathology, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands
| | - Maaike P G Vreeswijk
- Department of Human Genetics, Leiden University Medical Center, 2300 RC, Leiden, The Netherlands.
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22
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Mandelker D, Marra A, Zheng-Lin B, Selenica P, Blanco-Heredia J, Zhu Y, Gazzo A, Wong D, Yelskaya Z, Rai V, Somar J, Ostafi S, Mehta N, Yang C, Li Y, Brown DN, da Silva EM, Pei X, Linkov I, Terraf P, Misyura M, Ceyhan-Birsoy O, Ladanyi M, Berger M, Pareja F, Stadler Z, Offit K, Riaz N, Park W, Chou J, Capanu M, Koehler M, Rosen E, O'Reilly EM, Reis-Filho JS. Genomic Profiling Reveals Germline Predisposition and Homologous Recombination Deficiency in Pancreatic Acinar Cell Carcinoma. J Clin Oncol 2023; 41:5151-5162. [PMID: 37607324 PMCID: PMC10667000 DOI: 10.1200/jco.23.00561] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Revised: 04/20/2023] [Accepted: 06/27/2023] [Indexed: 08/24/2023] Open
Abstract
PURPOSE To determine the genetic predisposition underlying pancreatic acinar cell carcinoma (PACC) and characterize its genomic features. METHODS Both somatic and germline analyses were performed using an Food and Drug Administration-authorized matched tumor/normal sequencing assay on a clinical cohort of 28,780 patients with cancer, 49 of whom were diagnosed with PACC. For a subset of PACCs, whole-genome sequencing (WGS; n = 12) and RNA sequencing (n = 6) were performed. RESULTS Eighteen of 49 (36.7%) PACCs harbored germline pathogenic variants in homologous recombination (HR) and DNA damage response (DDR) genes, including BRCA1 (n = 1), BRCA2 (n = 12), PALB2 (n = 2), ATM (n = 2), and CHEK2 (n = 1). Thirty-one PACCs displayed pure, and 18 PACCs harbored mixed acinar cell histology. Fifteen of 31 (48%) pure PACCs harbored a germline pathogenic variant affecting HR-/DDR-related genes. BRCA2 germline pathogenic variants (11 of 31, 35%) were significantly more frequent in pure PACCs than in pancreatic adenocarcinoma (86 of 2,739, 3.1%; P < .001), high-grade serous ovarian carcinoma (67 of 1,318, 5.1%; P < .001), prostate cancer (116 of 3,401, 3.4%; P < .001), and breast cancer (79 of 3,196, 2.5%; P < .001). Genomic features of HR deficiency (HRD) were detected in 7 of 12 PACCs undergoing WGS, including 100% (n = 6) of PACCs with germline HR-related pathogenic mutations and 1 of 6 PACCs lacking known pathogenic alterations in HR-related genes. Exploratory analyses revealed that in PACCs, the repertoire of somatic driver genetic alterations and the load of neoantigens with high binding affinity varied according to the presence of germline pathogenic alterations affecting HR-/DDR-related genes and/or HRD. CONCLUSION In a large pan-cancer cohort, PACC was identified as the cancer type with the highest prevalence of both BRCA2 germline pathogenic variants and genomic features of HRD, suggesting that PACC should be considered as part of the spectrum of BRCA-related malignancies.
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Affiliation(s)
- Diana Mandelker
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Antonio Marra
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Binbin Zheng-Lin
- Gastrointestinal Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Pier Selenica
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Juan Blanco-Heredia
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yingjie Zhu
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Andrea Gazzo
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Donna Wong
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Zarina Yelskaya
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Vikas Rai
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Joshua Somar
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Silvana Ostafi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nikita Mehta
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ciyu Yang
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yirong Li
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - David N. Brown
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Edaise M. da Silva
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Xin Pei
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Irina Linkov
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Panieh Terraf
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Maksym Misyura
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ozge Ceyhan-Birsoy
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Marc Ladanyi
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Michael Berger
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Fresia Pareja
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Zsofia Stadler
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Kenneth Offit
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Wungki Park
- Gastrointestinal Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Joanne Chou
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Marinela Capanu
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Ezra Rosen
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Eileen M. O'Reilly
- Gastrointestinal Oncology Service, Division of Solid Tumor Oncology, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
- Weill Cornell Department of Medicine, Weill Cornell Medicine, New York, NY
- David M. Rubenstein Center for Pancreatic Research, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jorge S. Reis-Filho
- Department of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY
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23
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Castellano G, Giugliano F, Curigliano G, Marra A. Clinical utility of genomic signatures for the management of early and metastatic triple-negative breast cancer. Curr Opin Oncol 2023; 35:479-490. [PMID: 37621170 DOI: 10.1097/cco.0000000000000989] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Abstract
PURPOSE OF REVIEW This comprehensive review aims to provide timely and relevant insights into the current therapeutic landscape for triple-negative breast cancer (TNBC) and the molecular features underlying this subtype. It emphasizes the need for more reliable biomarkers to refine prognostication and optimize therapy, considering the aggressive nature of TNBC and its limited targeted treatment options. RECENT FINDINGS The review explores the multidisciplinary management of early TNBC, which typically involves systemic chemotherapy, surgery, and radiotherapy. It highlights the emergence of immune checkpoint inhibitors (ICIs), poly(ADP-ribose) polymerase (PARP) inhibitors, and antibody-drug conjugates (ADCs) as promising therapeutic strategies for TNBC. Recent clinical trials investigating the use of ICIs in combination with chemotherapy and the approval of pembrolizumab and atezolizumab for PD-L1-positive metastatic TNBC are discussed. The efficacy of PARP inhibitors and ADCs in treating TNBC patients with specific genetic alterations is also highlighted. SUMMARY The findings discussed in this review have significant implications for clinical practice and research in TNBC. The identification of distinct molecular subtypes through gene expression profiling has enabled a better understanding of TNBC heterogeneity and its clinical implications. This knowledge has the potential to guide treatment decisions, as different subtypes display varying responses to neoadjuvant chemotherapy. Furthermore, the review emphasizes the importance of developing reliable genomic and transcriptomic signatures as biomarkers to refine patient prognostication and optimize therapy selection in TNBC. Integrating these signatures into clinical practice may lead to more personalized treatment approaches, improving outcomes for TNBC patients.
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Affiliation(s)
- Grazia Castellano
- Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Federica Giugliano
- Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Giuseppe Curigliano
- Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS
- Department of Oncology and Hemato-Oncology, University of Milan, Milan, Italy
| | - Antonio Marra
- Division of New Drugs and Early Drug Development, European Institute of Oncology IRCCS
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24
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Guo Y, He X, Tan Y, Liu J, Chen H, Huang Y, Zhang C, Tao Y, Chen S. ShallowHRD status acts as an effective prognostic predictor in ovarian cancer patients treated by poly (ADP-ribose) polymerase inhibitors (PARPis). J Cancer Res Clin Oncol 2023; 149:15839-15844. [PMID: 37672073 DOI: 10.1007/s00432-023-05341-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Accepted: 08/24/2023] [Indexed: 09/07/2023]
Abstract
PURPOSE Homologous recombination deficiency (HRD) plays a crucial role in ovarian cancer patients who are treated with Poly (ADP-ribose) polymerase inhibitors (PARPis). It could be defined as a prognosis biomarker. However, many high throughput sequencing methods for evaluating HRD, including HRDetect (WGS 10X), SigMA (WGS 40X or panel 1000X), and scarHRD (WGS 30X), are technically complex, time and data-storage consuming, and costly. Herein, we aimed to develop a low-cost method by low sequencing coverage to identify HRD status for precision medication. METHODS We utilized ShallowHRD, a software tool to evaluate tumor HRD based on whole genome sequencing (WGS) at low coverage (1X), and established a novel scoring system, ShallowHRD score system. RESULTS Compared with negative ShallowHRD status (ShallowHRD score < 15 or BRCAwild), positive ShallowHRD status (ShallowHRD score ≥ 15 or BRCAmut) presented favorable survival after being treated with PARPis. CONCLUSION The ShallowHRD status is a good biomarker for predicting prognosis, which could help guide the clinical application of PARPis in ovarian cancer patients by a cost-effective, time and data-storage saving method.
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Affiliation(s)
- Yuanli Guo
- Department of Obstetrics and Gynecology, The First Affiliated Hospital of Guangdong Pharmaceutical University, 19 Nonglin Xia Road, Yuexiu District, Guangzhou, 510000, China
| | - Xinxin He
- Department of Pathology, Sun Yat-sen Memorial Hospital of Sun Yat-Sen University, Guangzhou, China
| | | | - Junfeng Liu
- Department of Pathology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | | | - Yi Huang
- GenePlus-Shenzhen, Shenzhen, China
| | | | - Ying Tao
- Department of Obstetrics and Gynecology, The First Affiliated Hospital of Guangdong Pharmaceutical University, 19 Nonglin Xia Road, Yuexiu District, Guangzhou, 510000, China.
| | - Shan Chen
- Department of Obstetrics and Gynecology, The Six Affiliated Hospital, Sun Yat-sen University, 2 Heng Road, Yuan Village, Tianhe District, Guangzhou, 510655, China.
- Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, 2 Heng Road, Yuan Village, Tianhe District, Guangzhou, 510655, China.
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25
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Callens C, Rodrigues M, Briaux A, Frouin E, Eeckhoutte A, Pujade-Lauraine E, Renault V, Stoppa-Lyonnet D, Bieche I, Bataillon G, Karayan-Tapon L, Rochelle T, Heitz F, Cecere SC, Pérez MJR, Grimm C, Nøttrup TJ, Colombo N, Vergote I, Yonemori K, Ray-Coquard I, Stern MH, Popova T. Shallow whole genome sequencing approach to detect Homologous Recombination Deficiency in the PAOLA-1/ENGOT-OV25 phase-III trial. Oncogene 2023; 42:3556-3563. [PMID: 37945748 PMCID: PMC10673712 DOI: 10.1038/s41388-023-02839-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 09/06/2023] [Accepted: 09/11/2023] [Indexed: 11/12/2023]
Abstract
The bevacizumab (bev)/olaparib (ola) maintenance regimen was approved for BRCA1/2-mutated (BRCAmut) and Homologous Recombination Deficient (HRD) high-grade Advanced Ovarian Cancer (AOC) first line setting, based on a significantly improved progression-free survival (PFS) compared to bev alone in the PAOLA-1/ENGOT-ov25 trial (NCT02477644), where HRD was detected by MyChoice CDx PLUS test. The academic shallowHRDv2 test was developed based on shallow whole-genome sequencing as an alternative to MyChoice. Analytical and clinical validities of shallowHRDv2 as compared to MyChoice on 449 PAOLA-1 tumor samples are presented. The overall agreement between shallowHRDv2 and MyChoice was 94% (369/394). Less non-contributive tests were observed with shallowHRDv2 (15/449; 3%) than with MyChoice (51/449; 11%). Patients with HRD tumors according to shallowHRDv2 (including BRCAmut) showed a significantly prolonged PFS with bev+ola versus bev (median PFS: 65.7 versus 20.3 months, hazard ratio (HR): 0.36 [95% CI: 0.24-0.53]). This benefit was significant also for BRCA1/2 wild-type tumors (40.8 versus 19.5 months, HR: 0.45 [95% CI: 0.26-0.76]). ShallowHRDv2 is a performant, clinically validated, and cost-effective test for HRD detection.
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Affiliation(s)
- Celine Callens
- Genetics Laboratory, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France.
| | - Manuel Rodrigues
- Medical Oncology Department, Institut Curie and Paris Sciences Lettres Research University, Paris, France
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Adrien Briaux
- Genetics Laboratory, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Eleonore Frouin
- Clinic Bioinformatics Unit, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Alexandre Eeckhoutte
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | | | - Victor Renault
- Clinic Bioinformatics Unit, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Dominique Stoppa-Lyonnet
- Genetics Laboratory, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Ivan Bieche
- Genetics Laboratory, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Guillaume Bataillon
- Department of Pathology, University Cancer Institute of Toulouse-Oncopole, Toulouse, France
| | - Lucie Karayan-Tapon
- Biology of Cancer laboratory, University Hospital of Poitiers, Poitiers, France
| | - Tristan Rochelle
- Biology of Cancer laboratory, University Hospital of Poitiers, Poitiers, France
| | - Florian Heitz
- Department of Gynecology and Gynecologic Oncology, Kliniken Essen-Mitte, Essen, Germany
- Department for Gynecology with the Center for Oncologic Surgery Charité Campus Virchow-Klinikum, Charité-Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Berlin, and AGO, Berlin, Germany
| | - Sabrina Chiara Cecere
- Department of Urology and Gynecology, Istituto Nazionale Tumori IRCCS Fondazione G. Pascale, Napoli, and MITO, Napoli, Italy
| | | | - Christoph Grimm
- Division of General Gynecology and Gynecologic Oncology, Comprehensive Cancer Center, Medical University of Vienna, Vienna, and AGO Austria, Vienna, Austria
| | - Trine Jakobi Nøttrup
- Department of Oncology, Copenhagen University Hospital-Rigshospitalet and NSGO, Copenhagen, Denmark
| | - Nicoletta Colombo
- Dipartimento Medicina e Chirurgia, Università Milano-Bicocca, Istituto Europeo Oncologia, Milano, and MaNGO, Milano, Italy
| | - Ignace Vergote
- University Hospital Leuven, Leuven Cancer Institute, and BGOG, Leuven, Belgium
| | - Kan Yonemori
- Department of Medical Oncology, National Cancer Center Hospital, Tokyo, and GOTIC, Tokyo, Japan
| | - Isabelle Ray-Coquard
- Centre Léon BERARD, and University Claude Bernard Lyon I, Lyon, and GINECO, Lyon, France
| | - Marc-Henri Stern
- Genetics Laboratory, Department of Diagnostic and Theranostic Medicine, Institut Curie and Paris Sciences Lettres Research University, Paris, France
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie and Paris Sciences Lettres Research University, Paris, France
| | - Tatiana Popova
- Inserm U830, DNA Repair and Uveal Melanoma (D.R.U.M.) Team, Institut Curie and Paris Sciences Lettres Research University, Paris, France
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Turner NC, Laird AD, Telli ML, Rugo HS, Mailliez A, Ettl J, Grischke EM, Mina LA, Balmaña J, Fasching PA, Hurvitz SA, Hopkins JF, Albacker LA, Chelliserry J, Chen Y, Conte U, Wardley AM, Robson ME. Genomic analysis of advanced breast cancer tumors from talazoparib-treated gBRCA1/2mut carriers in the ABRAZO study. NPJ Breast Cancer 2023; 9:81. [PMID: 37803017 PMCID: PMC10558443 DOI: 10.1038/s41523-023-00561-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 06/15/2023] [Indexed: 10/08/2023] Open
Abstract
These analyses explore the impact of homologous recombination repair gene mutations, including BRCA1/2 mutations and homologous recombination deficiency (HRD), on the efficacy of the poly(ADP-ribose) polymerase (PARP) inhibitor talazoparib in the open-label, two-cohort, Phase 2 ABRAZO trial in germline BRCA1/2-mutation carriers. In the evaluable intent-to-treat population (N = 60), 58 (97%) patients harbor ≥1 BRCA1/2 mutation(s) in tumor sequencing, with 95% (53/56) concordance between germline and tumor mutations, and 85% (40/47) of evaluable patients have BRCA locus loss of heterozygosity indicating HRD. The most prevalent non-BRCA tumor mutations are TP53 in patients with BRCA1 mutations and PIK3CA in patients with BRCA2 mutations. BRCA1- or BRCA2-mutated tumors show comparable clinical benefit within cohorts. While low patient numbers preclude correlations between HRD and efficacy, germline BRCA1/2 mutation detection from tumor-only sequencing shows high sensitivity and non-BRCA genetic/genomic events do not appear to influence talazoparib sensitivity in the ABRAZO trial.ClinicalTrials.gov identifier: NCT02034916.
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Affiliation(s)
- Nicholas C Turner
- The Royal Marsden Hospital, The Institute of Cancer Research, London, UK.
| | | | | | - Hope S Rugo
- University of California San Francisco Helen Diller Family Comprehensive Cancer Center, San Francisco, CA, USA
| | - Audrey Mailliez
- Department of Medical Oncology, Breast Cancer Unit, Centre Oscar Lambret, Lille, France
| | - Johannes Ettl
- Department of Obstetrics and Gynecology, Klinikum rechts der Isar, Technische Universität München, Munich, Germany
| | - Eva-Maria Grischke
- Universitӓts Frauenklinik Tübingen, Eberhard Karls University, Tübingen, Germany
| | - Lida A Mina
- Banner MD Anderson Cancer Center, Gilbert, AZ, USA
| | - Judith Balmaña
- Hospital Vall d'Hebron, and Vall d'Hebron Institute of Oncology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Peter A Fasching
- University Hospital Erlangen, Department of Gynecology and Obstetrics, Friedrich-Alexander University Erlangen-Nuremberg, Comprehensive Cancer Center Erlangen-EMN, Erlangen, Germany
| | - Sara A Hurvitz
- University of California, Los Angeles/Jonsson Comprehensive Cancer Center (UCLA/JCCC), Los Angeles, CA, USA
| | | | | | | | | | | | - Andrew M Wardley
- Manchester Breast Centre, Division of Cancer Sciences, University of Manchester, Manchester, UK
| | - Mark E Robson
- Memorial Sloan Kettering Cancer Center, New York, NY, USA
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27
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Hanson H, Astiazaran-Symonds E, Amendola LM, Balmaña J, Foulkes WD, James P, Klugman S, Ngeow J, Schmutzler R, Voian N, Wick MJ, Pal T, Tischkowitz M, Stewart DR. Management of individuals with germline pathogenic/likely pathogenic variants in CHEK2: A clinical practice resource of the American College of Medical Genetics and Genomics (ACMG). Genet Med 2023; 25:100870. [PMID: 37490054 PMCID: PMC10623578 DOI: 10.1016/j.gim.2023.100870] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 04/21/2023] [Accepted: 04/24/2023] [Indexed: 07/26/2023] Open
Abstract
PURPOSE Although the role of CHEK2 germline pathogenic variants in cancer predisposition is well known, resources for managing CHEK2 heterozygotes in clinical practice are limited. METHODS An international workgroup developed guidance on clinical management of CHEK2 heterozygotes informed by peer-reviewed publications from PubMed. RESULTS Although CHEK2 is considered a moderate penetrance gene, cancer risks may be considered as a continuous variable, which are influenced by family history and other modifiers. Consequently, early cancer detection and prevention for CHEK2 heterozygotes should be guided by personalized risk estimates. Such estimates may result in both downgrading lifetime breast cancer risks to those similar to the general population or upgrading lifetime risk to a level at which CHEK2 heterozygotes are offered high-risk breast surveillance according to country-specific guidelines. Risk-reducing mastectomy should be guided by personalized risk estimates and shared decision making. Colorectal and prostate cancer surveillance should be considered based on assessment of family history. For CHEK2 heterozygotes who develop cancer, no specific targeted medical treatment is recommended at this time. CONCLUSION Systematic prospective data collection is needed to establish the spectrum of CHEK2-associated cancer risks and to determine yet-unanswered questions, such as the outcomes of surveillance, response to cancer treatment, and survival after cancer diagnosis.
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Affiliation(s)
- Helen Hanson
- Southwest Thames Regional Genetics Service, St George's University Hospitals NHS Foundation Trust, London, United Kingdom
| | - Esteban Astiazaran-Symonds
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD; Department of Medicine, College of Medicine-Tucson, University of Arizona, Tucson, AZ
| | | | - Judith Balmaña
- Hereditary Cancer Genetics Group, Vall d'Hebron Institute of Oncology (VHIO), Barcelona, Spain; Medical Oncology Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Hospital Campus, Barcelona, Spain
| | - William D Foulkes
- Departments of Human Genetics, Oncology and Medicine, McGill University, Montréal, QC, Canada
| | - Paul James
- Sir Peter MacCallum Department of Oncology, The University of Melbourne, Melbourne, VIC, Australia; Parkville Familial Cancer Centre, Peter MacCallum Cancer Centre, Melbourne, VIC, Australia
| | - Susan Klugman
- Division of Reproductive & Medical Genetics, Department of Obstetrics & Gynecology and Women's Health, Montefiore Medical Center/Albert Einstein College of Medicine, Bronx, NY
| | - Joanne Ngeow
- Genomic Medicine, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore; Cancer Genetics Service, Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Rita Schmutzler
- Center of Integrated Oncology (CIO), University of Cologne, Cologne, Germany; Center for Hereditary Breast and Ovarian Cancer, University Hospital of Cologne, Cologne, Germany
| | - Nicoleta Voian
- Providence Genetic Risk Clinic, Providence Cancer Institute, Portland, OR
| | - Myra J Wick
- Departments of Obstetrics and Gynecology and Clinical Genomics, Mayo Clinic, Rochester, MN
| | - Tuya Pal
- Department of Medicine, Vanderbilt University Medical Center/Vanderbilt-Ingram Cancer Center, Nashville, TN
| | - Marc Tischkowitz
- Department of Medical Genetics, National Institute for Health Research Cambridge Biomedical Research Centre, University of Cambridge, Cambridge, United Kingdom
| | - Douglas R Stewart
- Clinical Genetics Branch, Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD
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28
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Liu C, Wang Z, Wang J, Liu C, Wang M, Ngo V, Wang W. Predicting regional somatic mutation rates using DNA motifs. PLoS Comput Biol 2023; 19:e1011536. [PMID: 37782656 PMCID: PMC10569533 DOI: 10.1371/journal.pcbi.1011536] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2023] [Revised: 10/12/2023] [Accepted: 09/20/2023] [Indexed: 10/04/2023] Open
Abstract
How the locus-specificity of epigenetic modifications is regulated remains an unanswered question. A contributing mechanism is that epigenetic enzymes are recruited to specific loci by DNA binding factors recognizing particular sequence motifs (referred to as epi-motifs). Using these motifs to predict biological outputs depending on local epigenetic state such as somatic mutation rates would confirm their functionality. Here, we used DNA motifs including known TF motifs and epi-motifs as a surrogate of epigenetic signals to predict somatic mutation rates in 13 cancers at an average 23kbp resolution. We implemented an interpretable neural network model, called contextual regression, to successfully learn the universal relationship between mutations and DNA motifs, and uncovered motifs that are most impactful on the regional mutation rates such as TP53 and epi-motifs associated with H3K9me3. Furthermore, we identified genomic regions with significantly higher mutation rates than the expected values in each individual tumor and demonstrated that such cancer-related regions can accurately predict cancer types. Interestingly, we found that the same mutation signatures often have different contributions to cancer-related and cancer-independent regions, and we also identified the motifs with the most contribution to each mutation signature.
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Affiliation(s)
- Cong Liu
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, United States of America
| | - Zengmiao Wang
- State Key Laboratory of Remote Sensing Science, Center for Global Change and Public Health, Faculty of Geographical Science, Beijing Normal University, Beijing, China
| | - Jun Wang
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, United States of America
| | - Chengyu Liu
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, United States of America
| | - Mengchi Wang
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, California, United States of America
| | - Vu Ngo
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, California, United States of America
| | - Wei Wang
- Department of Chemistry and Biochemistry, University of California San Diego, La Jolla, California, United States of America
- Bioinformatics and Systems Biology Graduate Program, University of California San Diego, La Jolla, California, United States of America
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, California, United States of America
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29
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Li W, Gao L, Yi X, Shi S, Huang J, Shi L, Zhou X, Wu L, Ying J. Patient Assessment and Therapy Planning Based on Homologous Recombination Repair Deficiency. GENOMICS, PROTEOMICS & BIOINFORMATICS 2023; 21:962-975. [PMID: 36791952 PMCID: PMC10928375 DOI: 10.1016/j.gpb.2023.02.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 12/23/2022] [Accepted: 02/05/2023] [Indexed: 02/16/2023]
Abstract
Defects in genes involved in the DNA damage response cause homologous recombination repair deficiency (HRD). HRD is found in a subgroup of cancer patients for several tumor types, and it has a clinical relevance to cancer prevention and therapies. Accumulating evidence has identified HRD as a biomarker for assessing the therapeutic response of tumor cells to poly(ADP-ribose) polymerase inhibitors and platinum-based chemotherapies. Nevertheless, the biology of HRD is complex, and its applications and the benefits of different HRD biomarker assays are controversial. This is primarily due to inconsistencies in HRD assessments and definitions (gene-level tests, genomic scars, mutational signatures, or a combination of these methods) and difficulties in assessing the contribution of each genomic event. Therefore, we aim to review the biological rationale and clinical evidence of HRD as a biomarker. This review provides a blueprint for the standardization and harmonization of HRD assessments.
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Affiliation(s)
- Wenbin Li
- Department of Pathology, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Lin Gao
- Geneplus-Shenzhen, Shenzhen 518000, China; Institute of Microbiology, Chinese Academy of Sciences, Beijing 100101, China
| | - Xin Yi
- Geneplus-Beijing, Beijing 102206, China
| | | | - Jie Huang
- National Institutes for Food and Drug Control, Beijing 100050, China
| | - Leming Shi
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Xiaoyan Zhou
- Department of Pathology, Fudan University Shanghai Cancer Center, Shanghai 200032, China
| | - Lingying Wu
- Department of Gynecologic Oncology, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China
| | - Jianming Ying
- Department of Pathology, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
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30
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Yang F, Wei W, Li G, Lan Q, Liu X, Gao L, Zhang C, Fan J, Li J. A novel marker integrating multiple genetic alterations better predicts platinum sensitivity in ovarian cancer than HRD score. Front Genet 2023; 14:1240068. [PMID: 37732324 PMCID: PMC10508345 DOI: 10.3389/fgene.2023.1240068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 08/17/2023] [Indexed: 09/22/2023] Open
Abstract
Introduction: Platinum-based chemotherapy is the first-line treatment strategy for ovarian cancer patients. The dismal prognosis of ovarian cancer was shown to be stringently associated with the heterogeneity of tumor cells in response to this therapy, therefore understanding platinum sensitivity in ovarian cancer would be helpful for improving patients' quality of life and clinical outcomes. HRDetect, utilized to characterize patients' homologous recombination repair deficiency, was used to predict patients' response to platinum-based chemotherapy. However, whether each of the single features contributing to HRD score is associated with platinum sensitivity remains elusive. Methods: We analyzed the whole-exome sequencing data of 196 patients who received platinum-based chemotherapy from the TCGA database. Genetic features were determined individually to see if they could indicate patients' response to platinum-based chemotherapy and prognosis, then integrated into a Pt-score employing LASSO regression model to assess its predictive performance. Results and discussion: Multiple genetic features, including bi-allelic inactivation of BRCA1/2 genes and genes involved in HR pathway, multiple somatic mutations in genes involved in DNA damage repair (DDR), and previously reported HRD-related features, were found to be stringently associated with platinum sensitivity and improved prognosis. Higher contributions of mutational signature SBS39 or ID6 predicted improved overall survival. Besides, arm-level loss of heterozygosity (LOH) of either chr4p or chr5q predicted significantly better disease-free survival. Notably, some of these features were found independent of HRD. And SBS3, an HRD-related feature, was found irrelevant to platinum sensitivity. Integrated all candidate markers using the LASSO model to yield a Pt-score, which showed better predictive ability compared to HRDetect in determining platinum sensitivity and predicting patients' prognosis, and this performance was validated in an independent cohort. The outcomes of our study will be instrumental in devising effective strategies for treating ovarian cancer with platinum-based chemotherapy.
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Affiliation(s)
- Fan Yang
- Department of Gynecologic Oncology, Sun Yat-sen University Cancer Centre, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China
| | - Wei Wei
- Department of Gynecologic Oncology, Sun Yat-sen University Cancer Centre, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China
| | - Ganghua Li
- GenePlus-Shenzhen, Shenzhen, Guangdong, China
| | - Qiongyu Lan
- Department of Oncology, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Xiwei Liu
- GenePlus-Shenzhen, Shenzhen, Guangdong, China
| | - Lin Gao
- GenePlus-Shenzhen, Shenzhen, Guangdong, China
| | - Chao Zhang
- GenePlus-Shenzhen, Shenzhen, Guangdong, China
| | - Jiangtao Fan
- Department of Gynecology, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
| | - Jundong Li
- Department of Gynecologic Oncology, Sun Yat-sen University Cancer Centre, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China
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31
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Batalini F, Madison RW, Sokol ES, Jin DX, Chen KT, Decker B, Pavlick DC, Frampton GM, Wulf GM, Garber JE, Oxnard G, Schrock AB, Tung NM. Homologous Recombination Deficiency Landscape of Breast Cancers and Real-World Effectiveness of Poly ADP-Ribose Polymerase Inhibitors in Patients With Somatic BRCA1/ 2, Germline PALB2, or Homologous Recombination Deficiency Signature. JCO Precis Oncol 2023; 7:e2300091. [PMID: 37992259 PMCID: PMC10681426 DOI: 10.1200/po.23.00091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 09/05/2023] [Accepted: 10/13/2023] [Indexed: 11/24/2023] Open
Abstract
PURPOSE Poly ADP-ribose polymerase inhibitors (PARPi) are approved for patients with human epidermal growth factor receptor 2-negative metastatic breast cancer (mBC) and germline pathogenic/likely pathogenic variant (hereafter mutation) in the BRCA1/2 genes (gBRCA); however, clinical benefit has also been demonstrated in mBC with somatic BRCA1/2 mutations (sBRCA) or germline PALB2 mutations (gPALB2). This study aims to describe the genomic landscape of homologous recombination repair (HRR) gene alterations in mBC and assess PARPi treatment outcomes for patients with gBRCA compared with other HRR genes and by status of a novel homologous recombination deficiency signature (HRDsig). METHODS A real-world (RW) clinico-genomic database (CGDB) of comprehensive genomic profiling (CGP) linked to deidentified, electronic health record-derived clinical data was used. CGP was analyzed for HRR genes and HRDsig. The CGDB enabled cohort characterization and outcomes analyses of 177 patients exposed to PARPi. RW progression-free survival (rwPFS) and RW overall survival (rwOS) were compared. RESULTS Of 28,920 patients with mBC, gBRCA was detected in 3.4%, whereas the population with any BRCA alteration or gPALB2 increased to 9.5%. HRDsig+ represented 21% of patients with mBC. BRCA and gPALB2 had higher levels of biallelic loss and HRDsig+ than other HRR alterations. Outcomes on PARPi were assessed for 177 patients, and gBRCA and sBRCA/gPALB2 cohorts were similar: gBRCA versus sBRCA/gPALB2 rwPFS was 6.3 versus 5.4 months (hazard ratio [HR], 1.37 [0.77-2.43]); rwOS was 16.2 versus 21.2 months (HR, 1.45 [0.74-2.86]). Additionally, patients with HRDsig+ versus HRDsig- had longer rwPFS (6.3 v 2.8 months; HR, 0.62 [0.42-0.92]) and numerically longer rwOS (17.8 v 13.0 months; HR, 0.72 [0.46-1.14]). CONCLUSION Patients with sBRCA and gPALB2 derive similar benefit from PARPi as those with gBRCA alterations. In combination, HRDsig+, sBRCA, and gPALB2 represent an additional 19% of mBC that can potentially benefit from PARPi. Randomized trials exploring a more inclusive biomarker such as HRDsig are warranted.
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32
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Geffen Y, Anand S, Akiyama Y, Yaron TM, Song Y, Johnson JL, Govindan A, Babur Ö, Li Y, Huntsman E, Wang LB, Birger C, Heiman DI, Zhang Q, Miller M, Maruvka YE, Haradhvala NJ, Calinawan A, Belkin S, Kerelsky A, Clauser KR, Krug K, Satpathy S, Payne SH, Mani DR, Gillette MA, Dhanasekaran SM, Thiagarajan M, Mesri M, Rodriguez H, Robles AI, Carr SA, Lazar AJ, Aguet F, Cantley LC, Ding L, Getz G. Pan-cancer analysis of post-translational modifications reveals shared patterns of protein regulation. Cell 2023; 186:3945-3967.e26. [PMID: 37582358 PMCID: PMC10680287 DOI: 10.1016/j.cell.2023.07.013] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 01/06/2023] [Accepted: 07/10/2023] [Indexed: 08/17/2023]
Abstract
Post-translational modifications (PTMs) play key roles in regulating cell signaling and physiology in both normal and cancer cells. Advances in mass spectrometry enable high-throughput, accurate, and sensitive measurement of PTM levels to better understand their role, prevalence, and crosstalk. Here, we analyze the largest collection of proteogenomics data from 1,110 patients with PTM profiles across 11 cancer types (10 from the National Cancer Institute's Clinical Proteomic Tumor Analysis Consortium [CPTAC]). Our study reveals pan-cancer patterns of changes in protein acetylation and phosphorylation involved in hallmark cancer processes. These patterns revealed subsets of tumors, from different cancer types, including those with dysregulated DNA repair driven by phosphorylation, altered metabolic regulation associated with immune response driven by acetylation, affected kinase specificity by crosstalk between acetylation and phosphorylation, and modified histone regulation. Overall, this resource highlights the rich biology governed by PTMs and exposes potential new therapeutic avenues.
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Affiliation(s)
- Yifat Geffen
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA 02115, USA
| | - Shankara Anand
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Yo Akiyama
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Tomer M Yaron
- Weill Cornell Medical College, Meyer Cancer Center, New York, NY 10021, USA
| | - Yizhe Song
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jared L Johnson
- Weill Cornell Medical College, Meyer Cancer Center, New York, NY 10021, USA
| | - Akshay Govindan
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Özgün Babur
- Department of Computer Science, University of Massachusetts Boston, Boston, MA 02125, USA
| | - Yize Li
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Emily Huntsman
- Weill Cornell Medical College, Meyer Cancer Center, New York, NY 10021, USA
| | - Liang-Bo Wang
- Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Chet Birger
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - David I Heiman
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Qing Zhang
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Mendy Miller
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Yosef E Maruvka
- Biotechnology and Food Engineering, Lokey Center for Life Science and Engineering, Technion, Israel Institute of Technology, Haifa, Israel
| | - Nicholas J Haradhvala
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Anna Calinawan
- Department of Genetic and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Saveliy Belkin
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Alexander Kerelsky
- Weill Cornell Medical College, Meyer Cancer Center, New York, NY 10021, USA
| | - Karl R Clauser
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Karsten Krug
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Shankha Satpathy
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Samuel H Payne
- Department of Biology, Brigham Young University, Provo, UT 84602, USA
| | - D R Mani
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Michael A Gillette
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA; Harvard Medical School, Boston, MA 02115, USA
| | | | - Mathangi Thiagarajan
- Leidos Biomedical Research Inc., Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Mehdi Mesri
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | - Henry Rodriguez
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | - Ana I Robles
- Office of Cancer Clinical Proteomics Research, National Cancer Institute, Rockville, MD 20850, USA
| | - Steven A Carr
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA
| | - Alexander J Lazar
- Departments of Pathology & Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - François Aguet
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA.
| | - Lewis C Cantley
- Weill Cornell Medical College, Meyer Cancer Center, New York, NY 10021, USA.
| | - Li Ding
- Washington University School of Medicine, St. Louis, MO 63110, USA.
| | - Gad Getz
- Broad Institute of Massachusetts Institute of Technology and Harvard, Cambridge, MA 02142, USA; Cancer Center and Department of Pathology, Massachusetts General Hospital, Boston, MA 02115, USA; Harvard Medical School, Boston, MA 02115, USA.
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33
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Saito R, Kuroda T, Yoshida H, Sudo K, Saito M, Tanabe H, Takano H, Yamada K, Kiyokawa T, Yonemori K, Kato T, Okamoto A, Kohno T. Genetic characteristics of platinum-sensitive ovarian clear cell carcinoma. Jpn J Clin Oncol 2023; 53:781-790. [PMID: 37248674 DOI: 10.1093/jjco/hyad045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2022] [Accepted: 05/04/2023] [Indexed: 05/31/2023] Open
Abstract
OBJECTIVE Most ovarian clear cell carcinomas are resistant to platinum-based chemotherapy, while a small subset shows a positive response. The aim of this study was to clarify the clinical, pathological and genetic characteristics of platinum-sensitive ovarian clear cell carcinomas. METHODS The study included 53 patients with stage III-IV ovarian clear cell carcinoma who had residual tumours after primary surgery and received platinum-based therapy between 2009 and 2018. A retrospective examination of platinum sensitivity was performed using the criterion of ≥6 months from the last day of first-line platinum therapy until recurrence/progression. Cases determined to be platinum-sensitive were subjected to immunohistochemical staining, genomic analyses using target sequencing (i.e. NCC Oncopanel) and homologous recombination deficiency (myChoice® HRD Plus) assays. RESULTS Of the 53 stage III-IV ovarian clear cell carcinoma cases, 11 (21%) were platinum-sensitive. These cases showed better progression-free and overall survival than platinum-resistant cases (hazard ratio = 0.16, P < 0.001). Among the seven sensitive cases whose tumour tissues were available for molecular profiling, five were pure ovarian clear cell carcinoma based on pathological and genetic features, whereas the remaining two cases were re-diagnosed as high-grade serous ovarian carcinoma. The pure ovarian clear cell carcinomas lacked BRCA1 and BRCA2 mutations, consistent with the absence of the homologous recombination deficiency phenotype, whereas two cases (40%) had ATM mutations. By contrast, the two high-grade serous ovarian carcinoma cases had BRCA1 or BRCA2 mutations associated with the homologous recombination deficiency phenotype. CONCLUSION The subset of platinum-sensitive ovarian clear cell carcinomas includes a majority with pure ovarian clear cell carcinoma features that lack the homologous recombination deficiency phenotype.
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Affiliation(s)
- Ryosuke Saito
- Division of Genome Biology, National Cancer Center Research Institute, Chuo-ku, Tokyo, Japan
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Takafumi Kuroda
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Hiroshi Yoshida
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo, Japan
| | - Kazuki Sudo
- Department of Medical Oncology, National Cancer Center Hospital, Chuo-ku, Tokyo, Japan
| | - Motoaki Saito
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Hiroshi Tanabe
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
- Department of Gynecology, National Cancer Center Hospital East, Kashiwa-shi, Chiba, Japan
| | - Hirokuni Takano
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Kyosuke Yamada
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Takako Kiyokawa
- Department of Pathology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Kan Yonemori
- Department of Medical Oncology, National Cancer Center Hospital, Chuo-ku, Tokyo, Japan
| | - Tomoyasu Kato
- Department of Gynecology, National Cancer Center Hospital, Chuo-ku, Tokyo, Japan
| | - Aikou Okamoto
- Department of Obstetrics and Gynecology, The Jikei University School of Medicine, Minato-ku, Tokyo, Japan
| | - Takashi Kohno
- Division of Genome Biology, National Cancer Center Research Institute, Chuo-ku, Tokyo, Japan
- Molecular Oncology, The Jikei University Graduate School of Medicine, Minato-ku, Tokyo, Japan
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An J, Oh JH, Oh B, Oh YJ, Ju JS, Kim W, Kang HJ, Sung CO, Shim JH. Clinicogenomic characteristics and synthetic lethal implications of germline homologous recombination-deficient hepatocellular carcinoma. Hepatology 2023; 78:452-467. [PMID: 36177702 DOI: 10.1002/hep.32812] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 09/20/2022] [Accepted: 09/24/2022] [Indexed: 12/08/2022]
Abstract
BACKGROUNDS AND AIMS We performed an in-depth examination of pathogenic germline variants (PGVs) and somatic variants in DNA damage response (DDR) genes in hepatocellular carcinoma (HCC) to explore their clinical and genomic impacts. APPROACH AND RESULTS We used a merged whole-exome or RNA sequencing data set derived from in-house ( n = 230) and The Cancer Genome Atlas ( n = 362) databases of multiethnic HCC samples. We also evaluated synthetic lethal approaches targeting mutations in homologous recombination (HR) genes using HCC cells selected from five genomic databases of cancer cell lines. A total of 110 PGVs in DDR pathways in 96 patients were selected. Of the PGV carriers, 44 were HR-altered and found to be independently associated with poorer disease-free survival after hepatectomy. The most frequently altered HR gene in both germline and somatic tissues was POLQ , and this variant was detected in 22.7% (10/44) and 23.8% (5/21) of all the corresponding carriers, respectively. PGVs in HR were significantly associated with upregulation of proliferation and replication-related genes and familial risk of HCC. Samples harboring PGVs in HR with loss of heterozygosity were most strongly correlated with the genomic footprints of deficient HR, such as mutation burden and denovoSig2 (analogous to Catalogue of Somatic Mutations in Cancer [COSMIC] 3), and poor outcome. Pharmacologic experiments with HCC cells defective in BRCA2 or POLQ suggested that tumors with this phenotype are synthetic lethal with poly(ADP-ribose) polymerase inhibitors. CONCLUSIONS Our findings suggest that germline HR defects in HCC tend to confer a poor prognosis and result in distinctive genomic scarring. Tests of the clinical benefits of HR-directed treatments in the affected patients are needed.
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Affiliation(s)
- Jihyun An
- Gastroenterology and Hepatology , Hanyang University College of Medicine , Guri , Republic of Korea
| | - Ji-Hye Oh
- Medical Science, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine , Seoul , Republic of Korea
| | - Bora Oh
- Asan Institute for Life Science, Asan Medical Center , Seoul , Republic of Korea
| | - Yoo-Jin Oh
- Asan Institute for Life Science, Asan Medical Center , Seoul , Republic of Korea
| | - Jin-Sung Ju
- Asan Institute for Life Science, Asan Medical Center , Seoul , Republic of Korea
| | - Wonkyung Kim
- Medical Science, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine , Seoul , Republic of Korea
| | - Hyo Jung Kang
- Pathology, Asan Medical Center , University of Ulsan College of Medicine , Seoul , Republic of Korea
- Asan Liver Center, Asan Medical Center , University of Ulsan College of Medicine , Seoul , South Korea
| | - Chang Ohk Sung
- Medical Science, Asan Medical Institute of Convergence Science and Technology, University of Ulsan College of Medicine , Seoul , Republic of Korea
- Pathology, Asan Medical Center , University of Ulsan College of Medicine , Seoul , Republic of Korea
- Center for Cancer Genome Discovery , Asan Institute for Life Science, University of Ulsan College of Medicine, Asan Medical Center , Seoul , Republic of Korea
| | - Ju Hyun Shim
- Asan Liver Center, Asan Medical Center , University of Ulsan College of Medicine , Seoul , South Korea
- Gastroenterology, Asan Medical Center , University of Ulsan College of Medicine , Seoul , Republic of Korea
- Digestive Diseases Research Center , University of Ulsan College of Medicine , Seoul , Republic of Korea
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35
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Usui Y, Matsuo K, Momozawa Y. Helicobacter pylori, Homologous-Recombination Genes, and Gastric Cancer. Reply. N Engl J Med 2023; 389:379-381. [PMID: 37494497 DOI: 10.1056/nejmc2306877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/28/2023]
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36
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Farmanbar A, Kneller R, Firouzi S. Mutational signatures reveal mutual exclusivity of homologous recombination and mismatch repair deficiencies in colorectal and stomach tumors. Sci Data 2023; 10:423. [PMID: 37393385 PMCID: PMC10314920 DOI: 10.1038/s41597-023-02331-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 06/26/2023] [Indexed: 07/03/2023] Open
Abstract
Decomposing somatic mutation spectra into mutational signatures and their corresponding etiologies provides a powerful approach for investigating the mechanism of DNA damage and repair. Assessing microsatellite (in)stability (MSI/MSS) status and interpreting their clinical relevance in different malignancies offers significant diagnostic and prognostic value. However, little is known about microsatellite (in)stability and its interactions with other DNA repair mechanisms such as homologous recombination (HR) in different cancer types. Based on whole-genome/exome mutational signature analysis, we showed HR deficiency (HRd) and mismatch repair deficiency (MMRd) occur in a significantly mutually exclusive manner in stomach and colorectal adenocarcinomas. ID11 signature with currently unknown etiology was prevalent in MSS tumors, co-occurred with HRd and was mutually exclusive with MMRd. Apolipoprotein B mRNA editing enzyme, Catalytic polypeptide-like (APOBEC) signature co-occurred with HRd and was mutually exclusive with MMRd in stomach tumors. The HRd signature in MSS tumors and the MMRd signature in MSI tumors were the first or second dominant signatures wherever detected. HRd may drive a distinct subgroup of MSS tumors and lead to poor clinical outcome. These analyses offer insight into mutational signatures in MSI and MMS tumors and reveal opportunities for improved clinical diagnosis and personalized treatment of MSS tumors.
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Affiliation(s)
- Amir Farmanbar
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
- Research Center for Advanced Science and Technology, University of Tokyo, Minato-ku, Tokyo, 153-8904, Japan
| | - Robert Kneller
- Research Center for Advanced Science and Technology, University of Tokyo, Minato-ku, Tokyo, 153-8904, Japan
| | - Sanaz Firouzi
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan.
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37
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Yao H, Li H, Wang J, Wu T, Ning W, Diao K, Wu C, Wang G, Tao Z, Zhao X, Chen J, Sun X, Liu XS. Copy number alteration features in pan-cancer homologous recombination deficiency prediction and biology. Commun Biol 2023; 6:527. [PMID: 37193789 DOI: 10.1038/s42003-023-04901-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 05/02/2023] [Indexed: 05/18/2023] Open
Abstract
Homologous recombination deficiency (HRD) renders cancer cells vulnerable to unrepaired double-strand breaks and is an important therapeutic target as exemplified by the clinical efficacy of poly ADP-ribose polymerase (PARP) inhibitors as well as the platinum chemotherapy drugs applied to HRD patients. However, it remains a challenge to predict HRD status precisely and economically. Copy number alteration (CNA), as a pervasive trait of human cancers, can be extracted from a variety of data sources, including whole genome sequencing (WGS), SNP array, and panel sequencing, and thus can be easily applied clinically. Here we systematically evaluate the predictive performance of various CNA features and signatures in HRD prediction and build a gradient boosting machine model (HRDCNA) for pan-cancer HRD prediction based on these CNA features. CNA features BP10MB[1] (The number of breakpoints per 10MB of DNA is 1) and SS[ > 7 & <=8] (The log10-based size of segments is greater than 7 and less than or equal to 8) are identified as the most important features in HRD prediction. HRDCNA suggests the biallelic inactivation of BRCA1, BRCA2, PALB2, RAD51C, RAD51D, and BARD1 as the major genetic basis for human HRD, and may also be applied to effectively validate the pathogenicity of BRCA1/2 variants of uncertain significance (VUS). Together, this study provides a robust tool for cost-effective HRD prediction and also demonstrates the applicability of CNA features and signatures in cancer precision medicine.
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Affiliation(s)
- Huizi Yao
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
- Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Huimin Li
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
- Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Jinyu Wang
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
- Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, Shanghai, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Tao Wu
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Wei Ning
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Kaixuan Diao
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Chenxu Wu
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Guangshuai Wang
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Ziyu Tao
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Xiangyu Zhao
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Jing Chen
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Xiaoqin Sun
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China
| | - Xue-Song Liu
- School of Life Science and Technology, ShanghaiTech University, Shanghai, China.
- Shanghai Clinical Research and Trial Center, Shanghai, China.
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38
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Menon S, Breese MR, Lin YP, Allegakoen H, Perati S, Heslin A, Horlbeck MA, Weissman J, Sweet-Cordero EA, Bivona TG, Tulpule A. FET fusion oncoproteins disrupt physiologic DNA repair networks in cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.04.30.538578. [PMID: 37205599 PMCID: PMC10187251 DOI: 10.1101/2023.04.30.538578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
While oncogenes promote cancer cell growth, unrestrained proliferation represents a significant stressor to cellular homeostasis networks such as the DNA damage response (DDR). To enable oncogene tolerance, many cancers disable tumor suppressive DDR signaling through genetic loss of DDR pathways and downstream effectors (e.g., ATM or p53 tumor suppressor mutations). Whether and how oncogenes can help "self-tolerize" by creating analogous functional deficiencies in physiologic DDR networks is not known. Here we focus on Ewing sarcoma, a FET fusion oncoprotein (EWS-FLI1) driven pediatric bone tumor, as a model for the class of FET rearranged cancers. Native FET protein family members are among the earliest factors recruited to DNA double-strand breaks (DSBs) during the DDR, though the function of both native FET proteins and FET fusion oncoproteins in DNA repair remains to be defined. Using preclinical mechanistic studies of the DDR and clinical genomic datasets from patient tumors, we discover that the EWS-FLI1 fusion oncoprotein is recruited to DNA DSBs and interferes with native FET (EWS) protein function in activating the DNA damage sensor ATM. As a consequence of FET fusion-mediated interference with the DDR, we establish functional ATM deficiency as the principal DNA repair defect in Ewing sarcoma and the compensatory ATR signaling axis as a collateral dependency and therapeutic target in multiple FET rearranged cancers. More generally, we find that aberrant recruitment of a fusion oncoprotein to sites of DNA damage can disrupt physiologic DSB repair, revealing a mechanism for how growth-promoting oncogenes can also create a functional deficiency within tumor suppressive DDR networks.
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Affiliation(s)
- Shruti Menon
- Tow Center for Developmental Oncology and Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10021
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, 444 East 68th Street, 9th Floor, New York, NY 10065
| | - Marcus R. Breese
- Division of Pediatric Oncology, University of California, San Francisco, San Francisco, CA 94143
| | - Yone Phar Lin
- Division of Pediatric Oncology, University of California, San Francisco, San Francisco, CA 94143
| | - Hannah Allegakoen
- Division of Pediatric Oncology, University of California, San Francisco, San Francisco, CA 94143
| | - Shruthi Perati
- Division of Pediatric Oncology, University of California, San Francisco, San Francisco, CA 94143
| | - Ann Heslin
- Division of Pediatric Oncology, University of California, San Francisco, San Francisco, CA 94143
| | - Max A. Horlbeck
- Division of Genetics and Genomics, Boston Children’s Hospital, Boston, MA, 02115
| | - Jonathan Weissman
- Department of Biology, Massachusetts Institute of Technology, 77 Massachusetts Ave, 68-132, Cambridge, MA 02139
| | | | - Trever G. Bivona
- Division of Hematology and Oncology, University of California, San Francisco, San Francisco, CA 94143
- Chan Zuckerberg Biohub, San Francisco, CA 94158
| | - Asmin Tulpule
- Tow Center for Developmental Oncology and Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, 1275 York Avenue, New York, NY, 10021
- Department of Pediatrics, Memorial Sloan Kettering Cancer Center, 444 East 68th Street, 9th Floor, New York, NY 10065
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39
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Zhang C, Guo Q, Chen L, Wu Z, Yan XJ, Zou C, Zhang Q, Tan J, Fang T, Rao Q, Li Y, Shen S, Deng M, Wang L, Gao H, Yu J, Li H, Zhang C, Nowsheen S, Kloeber J, Zhao F, Yin P, Teng C, Lin Z, Song K, Yao S, Yao L, Wu L, Zhang Y, Cheng X, Gao Q, Yuan J, Lou Z, Zhang JS. A ribosomal gene panel predicting a novel synthetic lethality in non-BRCAness tumors. Signal Transduct Target Ther 2023; 8:183. [PMID: 37160887 PMCID: PMC10170152 DOI: 10.1038/s41392-023-01401-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Revised: 02/04/2023] [Accepted: 02/27/2023] [Indexed: 05/11/2023] Open
Abstract
Poly (ADP-ribose) polymerase (PARP) inhibitors are one of the most exciting classes of targeted therapy agents for cancers with homologous recombination (HR) deficiency. However, many patients without apparent HR defects also respond well to PARP inhibitors/cisplatin. The biomarker responsible for this mechanism remains unclear. Here, we identified a set of ribosomal genes that predict response to PARP inhibitors/cisplatin in HR-proficient patients. PARP inhibitor/cisplatin selectively eliminates cells with high expression of the eight genes in the identified panel via DNA damage (ATM) signaling-induced pro-apoptotic ribosomal stress, which along with ATM signaling-induced pro-survival HR repair constitutes a new model to balance the cell fate in response to DNA damage. Therefore, the combined examination of the gene panel along with HR status would allow for more precise predictions of clinical response to PARP inhibitor/cisplatin. The gene panel as an independent biomarker was validated by multiple published clinical datasets, as well as by an ovarian cancer organoids library we established. More importantly, its predictive value was further verified in a cohort of PARP inhibitor-treated ovarian cancer patients with both RNA-seq and WGS data. Furthermore, we identified several marketed drugs capable of upregulating the expression of the genes in the panel without causing HR deficiency in PARP inhibitor/cisplatin-resistant cell lines. These drugs enhance PARP inhibitor/cisplatin sensitivity in both intrinsically resistant organoids and cell lines with acquired resistance. Together, our study identifies a marker gene panel for HR-proficient patients and reveals a broader application of PARP inhibitor/cisplatin in cancer therapy.
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Affiliation(s)
- Chao Zhang
- Beijing Institute of Basic Medical Sciences, 100850, Beijing, China
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Qiang Guo
- School of Pharmaceutical Sciences, Wenzhou Medical University, 325035, Wenzhou, Zhejiang, China
| | - Lifeng Chen
- Key Laboratory of Endocrine Gland Diseases of Zhejiang Province, Zhejiang Provincial People's Hospital, 310014, Hangzhou, Zhejiang, China
- Department of Gynecology, Zhejiang Provincial People's Hospital, 310014, Hangzhou, Zhejiang, China
| | - Zheming Wu
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Xiao-Jian Yan
- Department of Gynecology, the First Affiliated Hospital of Wenzhou Medical University, 325000, Wenzhou, Zhejiang, China
| | - Chengyang Zou
- Department of Gynecology, the First Affiliated Hospital of Wenzhou Medical University, 325000, Wenzhou, Zhejiang, China
| | - Qiuxue Zhang
- Wuhan Kingwise Biotechnology Co., Ltd., 430206, Wuhan, Hubei, China
| | - Jiahong Tan
- Cancer Biology Research Center (Key Laboratory of the Ministry of Education), Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 430030, Wuhan, Hubei, China
| | - Tian Fang
- Cancer Biology Research Center (Key Laboratory of the Ministry of Education), Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 430030, Wuhan, Hubei, China
| | - Qunxian Rao
- Department of Gynecological Oncology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, 510120, Guangzhou, Guangdong, China
| | - Yang Li
- Zhejiang Provincial Key Laboratory of Traditional Chinese Medicine for Reproductive Health Research, 310006, Hangzhou, Zhejiang, China
| | - Shizhen Shen
- Zhejiang Provincial Key Laboratory of Precision Diagnosis and Therapy for Major Gynecological Diseases, 310006, Hangzhou, Zhejiang, China
| | - Min Deng
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Liewei Wang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, 55905, USA
| | - Huanyao Gao
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, 55905, USA
| | - Jia Yu
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, 55905, USA
| | - Hu Li
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, 55905, USA
| | - Cheng Zhang
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, 55905, USA
| | - Somaira Nowsheen
- Department of Dermatology, University of California San Diego, San Diego, CA, 92122, USA
| | - Jake Kloeber
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Fei Zhao
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Ping Yin
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA
| | - Chunbo Teng
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Science, Northeast Forestry University, 150040, Harbin, China
| | - Zhongqiu Lin
- Department of Gynecological Oncology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, 510120, Guangzhou, Guangdong, China
| | - Kun Song
- Division of Gynecology Oncology, Department of Obstetrics and Gynecology, Qilu Hospital, Shandong University, 250012, Jinan, Shandong, China
| | - Shuzhong Yao
- Department of Obstetrics and Gynecology, the First Affiliated Hospital, Sun Yat-Sen University, 510080, Guangzhou, Guangdong, China
| | - Liangqing Yao
- Department of Gynecologic Oncology, Obstetrics and Gynecology Hospital of Fudan University, 200090, Shanghai, China
| | - Lingying Wu
- Department of Gynecologic Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, 100021, Beijing, China
| | - Yong Zhang
- Department of Radiation Oncology, Hubei Cancer Hospital, Tongji Medical College, Huazhong University of Science and Technology, 430030, Wuhan, Hubei, China
| | - Xiaodong Cheng
- Zhejiang Provincial Key Laboratory of Traditional Chinese Medicine for Reproductive Health Research, 310006, Hangzhou, Zhejiang, China.
- Department of Gynecologic Oncology, Women's Hospital, School of Medicine, Zhejiang University, 310006, Hangzhou, Zhejiang, China.
| | - Qinglei Gao
- Cancer Biology Research Center (Key Laboratory of the Ministry of Education), Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 430030, Wuhan, Hubei, China.
| | - Jian Yuan
- Key Laboratory of Arrhythmias of the Ministry of Education of China, Research Center for Translational Medicine, East Hospital, Tongji University School of Medicine, 200120, Shanghai, China.
- Department of Biochemistry and Molecular Biology, Tongji University School of Medicine, 200120, Shanghai, China.
| | - Zhenkun Lou
- Department of Oncology, Mayo Clinic, Rochester, MN, 55905, USA.
| | - Jin-San Zhang
- The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People's Hospital, 324000, Quzhou, Zhejiang, China.
- Medical Research Center, and Key Laboratory of Interventional Pulmonology of Zhejiang Province, The First Affiliated Hospital of Wenzhou Medical University, 325000, Wenzhou, Zhejiang, China.
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40
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Smid M, Schmidt MK, Prager-van der Smissen WJC, Ruigrok-Ritstier K, Schreurs MAC, Cornelissen S, Garcia AM, Broeks A, Timmermans AM, Trapman-Jansen AMAC, Collée JM, Adank MA, Hooning MJ, Martens JWM, Hollestelle A. Breast cancer genomes from CHEK2 c.1100delC mutation carriers lack somatic TP53 mutations and display a unique structural variant size distribution profile. Breast Cancer Res 2023; 25:53. [PMID: 37161532 PMCID: PMC10169359 DOI: 10.1186/s13058-023-01653-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 05/02/2023] [Indexed: 05/11/2023] Open
Abstract
BACKGROUND CHEK2 c.1100delC was the first moderate-risk breast cancer (BC) susceptibility allele discovered. Despite several genomic, transcriptomic and functional studies, however, it is still unclear how exactly CHEK2 c.1100delC promotes tumorigenesis. Since the mutational landscape of a tumor reflects the processes that have operated on its development, the aim of this study was to uncover the somatic genomic landscape of CHEK2-associated BC. METHODS We sequenced primary BC (pBC) and normal genomes of 20 CHEK2 c.1100delC mutation carriers as well as their pBC transcriptomes. Including pre-existing cohorts, we exhaustively compared CHEK2 pBC genomes to those from BRCA1/2 mutation carriers, those that displayed homologous recombination deficiency (HRD) and ER- and ER+ pBCs, totaling to 574 pBC genomes. Findings were validated in 517 metastatic BC genomes subdivided into the same subgroups. Transcriptome data from 168 ER+ pBCs were used to derive a TP53-mutant gene expression signature and perform cluster analysis with CHEK2 BC transcriptomes. Finally, clinical outcome of CHEK2 c.1100delC carriers was compared with BC patients displaying somatic TP53 mutations in two well-described retrospective cohorts totaling to 942 independent pBC cases. RESULTS BC genomes from CHEK2 mutation carriers were most similar to ER+ BC genomes and least similar to those of BRCA1/2 mutation carriers in terms of tumor mutational burden as well as mutational signatures. Moreover, CHEK2 BC genomes did not show any evidence of HRD. Somatic TP53 mutation frequency and the size distribution of structural variants (SVs), however, were different compared to ER+ BC. Interestingly, BC genomes with bi-allelic CHEK2 inactivation lacked somatic TP53 mutations and transcriptomic analysis indicated a shared biology with TP53 mutant BC. Moreover, CHEK2 BC genomes had an increased frequency of > 1 Mb deletions, inversions and tandem duplications with peaks at specific sizes. The high chromothripsis frequency among CHEK2 BC genomes appeared, however, not associated with this unique SV size distribution profile. CONCLUSIONS CHEK2 BC genomes are most similar to ER+ BC genomes, but display unique features that may further unravel CHEK2-driven tumorigenesis. Increased insight into this mechanism could explain the shorter survival of CHEK2 mutation carriers that is likely driven by intrinsic tumor aggressiveness rather than endocrine resistance.
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Affiliation(s)
- Marcel Smid
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Marjanka K Schmidt
- Division of Molecular Pathology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | | | | | - Maartje A C Schreurs
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
- Division of Molecular Pathology, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
| | - Sten Cornelissen
- Core Facility Molecular Pathology & Biobanking, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
| | - Aida Marsal Garcia
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Annegien Broeks
- Core Facility Molecular Pathology & Biobanking, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
| | - A Mieke Timmermans
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | | | - J Margriet Collée
- Department of Clinical Genetics, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Muriel A Adank
- Family Cancer Clinic, The Netherlands Cancer Institute - Antoni van Leeuwenhoek Hospital, Amsterdam, The Netherlands
| | - Maartje J Hooning
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - John W M Martens
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands
| | - Antoinette Hollestelle
- Department of Medical Oncology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands.
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41
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Zelceski A, Francica P, Lingg L, Mutlu M, Stok C, Liptay M, Alexander J, Baxter JS, Brough R, Gulati A, Haider S, Raghunandan M, Song F, Sridhar S, Forment JV, O'Connor MJ, Davies BR, van Vugt MATM, Krastev DB, Pettitt SJ, Tutt ANJ, Rottenberg S, Lord CJ. MND1 and PSMC3IP control PARP inhibitor sensitivity in mitotic cells. Cell Rep 2023; 42:112484. [PMID: 37163373 DOI: 10.1016/j.celrep.2023.112484] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 12/22/2022] [Accepted: 04/24/2023] [Indexed: 05/12/2023] Open
Abstract
The PSMC3IP-MND1 heterodimer promotes meiotic D loop formation before DNA strand exchange. In genome-scale CRISPR-Cas9 mutagenesis and interference screens in mitotic cells, depletion of PSMC3IP or MND1 causes sensitivity to poly (ADP-Ribose) polymerase inhibitors (PARPi) used in cancer treatment. PSMC3IP or MND1 depletion also causes ionizing radiation sensitivity. These effects are independent of PSMC3IP/MND1's role in mitotic alternative lengthening of telomeres. PSMC3IP- or MND1-depleted cells accumulate toxic RAD51 foci in response to DNA damage, show impaired homology-directed DNA repair, and become PARPi sensitive, even in cells lacking both BRCA1 and TP53BP1. Epistasis between PSMC3IP-MND1 and BRCA1/BRCA2 defects suggest that abrogated D loop formation is the cause of PARPi sensitivity. Wild-type PSMC3IP reverses PARPi sensitivity, whereas a PSMC3IP p.Glu201del mutant associated with D loop defects and ovarian dysgenesis does not. These observations suggest that meiotic proteins such as MND1 and PSMC3IP have a greater role in mitotic DNA repair.
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Affiliation(s)
- Anabel Zelceski
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Paola Francica
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland; Departement of Biomedical Research (DBMR), Cancer Therapy Resistance Cluster, University of Bern, 3012 Bern, Switzerland
| | - Lea Lingg
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland; Departement of Biomedical Research (DBMR), Cancer Therapy Resistance Cluster, University of Bern, 3012 Bern, Switzerland
| | - Merve Mutlu
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland
| | - Colin Stok
- Department of Medical Oncology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713GZ Groningen, the Netherlands
| | - Martin Liptay
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland
| | - John Alexander
- Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Joseph S Baxter
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Rachel Brough
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Aditi Gulati
- Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Syed Haider
- Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Maya Raghunandan
- Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Feifei Song
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Sandhya Sridhar
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | | | | | | | | | - Dragomir B Krastev
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK
| | - Stephen J Pettitt
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK.
| | - Andrew N J Tutt
- Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK.
| | - Sven Rottenberg
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland; Departement of Biomedical Research (DBMR), Cancer Therapy Resistance Cluster, University of Bern, 3012 Bern, Switzerland; Division of Molecular Pathology, The Netherlands Cancer Institute, 1066CX Amsterdam, the Netherlands; Bern Center for Precision Medicine, University of Bern, 3012 Bern, Switzerland.
| | - Christopher J Lord
- The CRUK Gene Function Laboratory, The Institute of Cancer Research, London SW3 6JB, UK; Breast Cancer Now Toby Robins Research Centre, The Institute of Cancer Research, London SW3 6JB, UK.
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Dall G, Vandenberg CJ, Nesic K, Ratnayake G, Zhu W, Vissers JHA, Bedő J, Penington J, Wakefield MJ, Kee D, Carmagnac A, Lim R, Shield-Artin K, Milesi B, Lobley A, Kyran EL, O'Grady E, Tram J, Zhou W, Nugawela D, Stewart KP, Caldwell R, Papadopoulos L, Ng AP, Dobrovic A, Fox SB, McNally O, Power JD, Meniawy T, Tan TH, Collins IM, Klein O, Barnett S, Olesen I, Hamilton A, Hofmann O, Grimmond S, Papenfuss AT, Scott CL, Barker HE. Targeting homologous recombination deficiency in uterine leiomyosarcoma. J Exp Clin Cancer Res 2023; 42:112. [PMID: 37143137 PMCID: PMC10157936 DOI: 10.1186/s13046-023-02687-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Accepted: 04/25/2023] [Indexed: 05/06/2023] Open
Abstract
BACKGROUND Uterine leiomyosarcoma (uLMS) is a rare and aggressive gynaecological malignancy, with individuals with advanced uLMS having a five-year survival of < 10%. Mutations in the homologous recombination (HR) DNA repair pathway have been observed in ~ 10% of uLMS cases, with reports of some individuals benefiting from poly (ADP-ribose) polymerase (PARP) inhibitor (PARPi) therapy, which targets this DNA repair defect. In this report, we screened individuals with uLMS, accrued nationally, for mutations in the HR repair pathway and explored new approaches to therapeutic targeting. METHODS A cohort of 58 individuals with uLMS were screened for HR Deficiency (HRD) using whole genome sequencing (WGS), whole exome sequencing (WES) or NGS panel testing. Individuals identified to have HRD uLMS were offered PARPi therapy and clinical outcome details collected. Patient-derived xenografts (PDX) were generated for therapeutic targeting. RESULTS All 13 uLMS samples analysed by WGS had a dominant COSMIC mutational signature 3; 11 of these had high genome-wide loss of heterozygosity (LOH) (> 0.2) but only two samples had a CHORD score > 50%, one of which had a homozygous pathogenic alteration in an HR gene (deletion in BRCA2). A further three samples harboured homozygous HRD alterations (all deletions in BRCA2), detected by WES or panel sequencing, with 5/58 (9%) individuals having HRD uLMS. All five individuals gained access to PARPi therapy. Two of three individuals with mature clinical follow up achieved a complete response or durable partial response (PR) with the subsequent addition of platinum to PARPi upon minor progression during initial PR on PARPi. Corresponding PDX responses were most rapid, complete and sustained with the PARP1-specific PARPi, AZD5305, compared with either olaparib alone or olaparib plus cisplatin, even in a paired sample of a BRCA2-deleted PDX, derived following PARPi therapy in the patient, which had developed PARPi-resistance mutations in PRKDC, encoding DNA-PKcs. CONCLUSIONS Our work demonstrates the value of identifying HRD for therapeutic targeting by PARPi and platinum in individuals with the aggressive rare malignancy, uLMS and suggests that individuals with HRD uLMS should be included in trials of PARP1-specific PARPi.
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Affiliation(s)
- Genevieve Dall
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Cassandra J Vandenberg
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia.
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia.
| | - Ksenija Nesic
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | | | - Wenying Zhu
- Centre for Cancer Research and Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Joseph H A Vissers
- Centre for Cancer Research and Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Justin Bedő
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- School of Computing and Information Systems, the University of Melbourne, Parkville, VIC, 3010, Australia
| | - Jocelyn Penington
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Matthew J Wakefield
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Damien Kee
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Olivia Newton-John Cancer Research Institute, Heidelberg, VIC, 3084, Australia
- Austin Health, Heidelberg, VIC, 3084, Australia
- Australian Rare Cancer Portal, BioGrid Australia, Melbourne Health, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
| | - Amandine Carmagnac
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Ratana Lim
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Kristy Shield-Artin
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
| | - Briony Milesi
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Royal Women's Hospital, Parkville, VIC, 3052, Australia
| | - Amanda Lobley
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Royal Women's Hospital, Parkville, VIC, 3052, Australia
| | - Elizabeth L Kyran
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Emily O'Grady
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Joshua Tram
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Warren Zhou
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Devindee Nugawela
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
| | - Kym Pham Stewart
- Centre for Cancer Research and Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Reece Caldwell
- Australian Rare Cancer Portal, BioGrid Australia, Melbourne Health, Parkville, VIC, 3052, Australia
| | - Lia Papadopoulos
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Australian Rare Cancer Portal, BioGrid Australia, Melbourne Health, Parkville, VIC, 3052, Australia
| | - Ashley P Ng
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
- Royal Melbourne Hospital, Parkville, VIC, 3052, Australia
| | | | - Stephen B Fox
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
| | - Orla McNally
- Royal Women's Hospital, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
- Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Jeremy D Power
- Launceston General Hospital, Launceston, TAS, 7250, Australia
| | - Tarek Meniawy
- University of Western Australia, Perth, WA, 6009, Australia
| | - Teng Han Tan
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
| | - Ian M Collins
- SouthWest Healthcare, Warrnambool, VIC, 3280, Australia
- Faculty of Health, School of Medicine, Deakin University, Warrnambool, VIC, 3280, Australia
| | - Oliver Klein
- Olivia Newton-John Cancer Research Institute, Heidelberg, VIC, 3084, Australia
- Austin Health, Heidelberg, VIC, 3084, Australia
| | - Stephen Barnett
- Royal Melbourne Hospital, Parkville, VIC, 3052, Australia
- Western Hospital, Footscray, VIC, 3011, Australia
| | - Inger Olesen
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- University Hospital Geelong, Geelong, VIC, 3220, Australia
| | - Anne Hamilton
- Royal Women's Hospital, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
| | - Oliver Hofmann
- Centre for Cancer Research and Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Sean Grimmond
- Centre for Cancer Research and Department of Clinical Pathology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Anthony T Papenfuss
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
| | - Clare L Scott
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
- Royal Women's Hospital, Parkville, VIC, 3052, Australia
- Australian Rare Cancer Portal, BioGrid Australia, Melbourne Health, Parkville, VIC, 3052, Australia
- Peter MacCallum Cancer Centre and Sir Peter MacCallum Department of Oncology, The University of Melbourne, Victoria, 3010, Australia
- Royal Melbourne Hospital, Parkville, VIC, 3052, Australia
- Department of Obstetrics and Gynaecology, University of Melbourne, Parkville, VIC, 3010, Australia
| | - Holly E Barker
- Walter and Eliza Hall Institute of Medical Research, Parkville, VIC, 3052, Australia
- Department of Medical Biology, University of Melbourne, Parkville, VIC, 3052, Australia
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Liao J, Bai J, Pan T, Zou H, Gao Y, Guo J, Xu Q, Xu J, Li Y, Li X. Clinical and genomic characterization of mutational signatures across human cancers. Int J Cancer 2023; 152:1613-1629. [PMID: 36533638 DOI: 10.1002/ijc.34402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 11/19/2022] [Accepted: 12/08/2022] [Indexed: 12/23/2022]
Abstract
Mutational signatures, the generic patterns of mutations, are the footprints of both endogenous and exogenous factors that have influenced cancer development. To date, dozens of mutational signatures have been discerned through computational methods. However, the etiology, mutational properties, clonality, immunology and prognostic value of mutation signatures across cancer types are poorly understood. To address this, we extensively characterized mutational signatures across 8836 cancer samples spanning 42 cancer types. We confirmed and extended clinical and genomic features associated with mutation signatures. Mutation distribution analysis showed that most mutation processes were depleted in exons and APOBEC signatures (SBS2 and SBS13), the Pol-η related signature (SBS9) and SBS40 tended to contribute clustered mutations. We observed that age-related signatures (SBS1 and SBS5) and SBS40 tended to induce mutations affecting cancer genes and subclonal drivers posted by specific signatures (eg, mismatch repair deficiency-related signature SBS44) were unlikely subjected to positive selection. We also revealed early mutation signatures (eg, UV light exposure-related signature SBS7a) and signatures (eg, reactive oxygen species-related signature SBS18) predominated in the late stage of tumorigenesis. Comprehensive association analysis of mutation processes with microenvironment revealed that APOBEC- and mismatch repair deficiency-related signatures were positively associated with immune parameters, while age-related signatures showed negative correlations. In addition, prognostic association analysis showed that many signatures were favorable (eg, SBS9) or adverse factors (eg, SBS18) of patient survival. Our findings enhance appreciation of the role of mutational signatures in tumor evolution and underline their potential in immunotherapy guidance and prognostic prediction.
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Affiliation(s)
- Jianlong Liao
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China
| | - Jing Bai
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China
| | - Tao Pan
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Haozhe Zou
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China.,Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Yueying Gao
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Jing Guo
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Qi Xu
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Juan Xu
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China
| | - Yongsheng Li
- Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
| | - Xia Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, Heilongjiang, China.,Key Laboratory of Tropical Translational Medicine of Ministry of Education, College of Biomedical Information and Engineering, Hainan Women and Children's Medical Center, Hainan Medical University, Haikou, Hainan, China
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McGee RB, Oak N, Harrison L, Xu K, Nuccio R, Blake AK, Mostafavi R, Lewis S, Taylor LM, Kubal M, Ouma A, Hines-Dowell SJ, Cheng C, Furtado LV, Nichols KE. Pathogenic Variants in Adult-Onset Cancer Predisposition Genes in Pediatric Cancer: Prevalence and Impact on Tumor Molecular Features and Clinical Management. Clin Cancer Res 2023; 29:1243-1251. [PMID: 36693186 PMCID: PMC10642481 DOI: 10.1158/1078-0432.ccr-22-2482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 12/09/2022] [Accepted: 01/23/2023] [Indexed: 01/25/2023]
Abstract
PURPOSE Clinical genomic sequencing of pediatric tumors is increasingly uncovering pathogenic variants in adult-onset cancer predisposition genes (aoCPG). Nevertheless, it remains poorly understood how often aoCPG variants are of germline origin and whether they influence tumor molecular profiles and/or clinical care. In this study, we examined the prevalence, spectrum, and impacts of aoCPG variants on tumor genomic features and patient management at our institution. EXPERIMENTAL DESIGN This is a retrospective study of 1,018 children with cancer who underwent clinical genomic sequencing of their tumors. Tumor genomic data were queried for pathogenic variants affecting 24 preselected aoCPGs. Available tumor whole-genome sequencing (WGS) data were evaluated for second hit mutations, loss of heterozygosity (LOH), DNA mutational signatures, and homologous recombination deficiency (HRD). Patients whose tumors harbored one or more pathogenic aoCPG variants underwent subsequent germline testing based on hereditary cancer evaluation and family or provider preference. RESULTS Thirty-three patients (3%) had tumors harboring pathogenic variants affecting one or more aoCPGs. Among 21 tumors with sufficient WGS sequencing data, six (29%) harbored a second hit or LOH affecting the remaining aoCPG allele with four of these six tumors (67%) also exhibiting a DNA mutational signature consistent with the altered aoCPG. Two additional tumors demonstrated HRD, of uncertain relation to the identified aoCPG variant. Twenty-one of 26 patients (81%) completing germline testing were positive for the aoCPG variant in the germline. All germline-positive patients were counseled regarding future cancer risks, surveillance, and risk-reducing measures. No patients had immediate cancer therapy changed due to aoCPG data. CONCLUSIONS AoCPG variants are rare in pediatric tumors; however, many originate in the germline. Almost one third of tumor aoCPG variants examined exhibited a second hit and/or conferred an abnormal DNA mutational profile suggesting a role in tumor formation. aoCPG information aids in cancer risk prediction but is not commonly used to alter the treatment of pediatric cancers.
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Affiliation(s)
- Rose B. McGee
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Ninad Oak
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Lynn Harrison
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Ke Xu
- Center for Applied Bioinformatics, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Regina Nuccio
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Alise K. Blake
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Roya Mostafavi
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Sara Lewis
- Department of Hematology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Leslie M. Taylor
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Manish Kubal
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Annastasia Ouma
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | | | - Cheng Cheng
- Department of Biostatistics, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Larissa V. Furtado
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, Tennessee
| | - Kim E. Nichols
- Department of Oncology, St. Jude Children’s Research Hospital, Memphis, Tennessee
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Rosenberg S, Devir M, Kaduri L, Grinshpun A, Miner V, Hamburger T, Granit A, Nissan A, Maymon O, Peretz T. Distinct breast cancer phenotypes in BRCA 1/2 carriers based on ER status. Breast Cancer Res Treat 2023; 198:197-205. [PMID: 36729248 DOI: 10.1007/s10549-022-06851-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 12/26/2022] [Indexed: 02/03/2023]
Abstract
PURPOSE BRCA1/2 genes are the two main genes associated with hereditary breast cancers (BC). In the present study, we explore clinical and molecular characteristics of BRCA-associated BC in relation to estrogen receptor (ER) status. METHODS Three BC databases (DB) were evaluated: (i) Hadassah oncogenetics (n = 4826); (ii) METABRIC (n = 1980), and (iii) Nick-Zainal (n = 560). We evaluated age at diagnosis in BRCA positive (BP) and BRCA negative (BN) patients, and tested for mutational signature differences in cohort iii. mRNA differential expression analysis (DEA) and pathway analysis were performed in cohort ii. RESULTS Age at diagnosis was lower in BP vs. BN tumors in all cohorts in the ER- group, and only in cohort i for the ER + group. Signature 3 was universal in BP BC, whereas several signatures were associated with ER status. Pathway analysis was performed between BP&BN, and was significant only in ER- tumors: the major activated pathways involved cancer-related processes and were highly significant. The most significant pathway was estrogen-mediated S-phase entry and the most activated upstream regulator was ERBB2. CONCLUSION Signature 3 was universal for all BP BC, while other signatures were associated with ER status. ER + BP& BN show similar genomic characteristics, ER- BP differed markedly from BN. This suggests that the initial carcinogenic process is universal for all BRCA carriers, but further insults lead to the development of two genomically distinct subtypes ER- and ER + . This may shed light on possible mechanisms involved in BP and carry preventive and therapeutic implications.
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Affiliation(s)
- Shai Rosenberg
- Gaffin Center for Neuro-Oncology, Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel.
- The Wohl Institute for Translational Medicine, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel.
| | - Michal Devir
- Gaffin Center for Neuro-Oncology, Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
- The Wohl Institute for Translational Medicine, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel
| | - Luna Kaduri
- Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel
| | - Albert Grinshpun
- Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel
| | - Vardiella Miner
- Department of Human Genetics, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Tamar Hamburger
- R&D Division, Hadassah-Hebrew University Medical Center, Jerusalem, Israel
| | - Avital Granit
- Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel
| | - Aviram Nissan
- Department of General and Oncological Surgery - Surgery C, Sheba Medical Center, Ramat Gan, Israel
| | - Ofra Maymon
- Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel
| | - Tamar Peretz
- Sharett Institute for Oncology, Hadassah-Hebrew University Medical Center, Kiryat Hadassa, 91120, Jerusalem, Israel.
- Faculty of Medicine, The Hebrew University of Jerusalem, Jerusalem, Israel.
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Takamatsu S, Yoshihara K, Baba T, Shimada M, Yoshida H, Kajiyama H, Oda K, Mandai M, Okamoto A, Enomoto T, Matsumura N. Prognostic relevance of HRDness gene expression signature in ovarian high-grade serous carcinoma; JGOG3025-TR2 study. Br J Cancer 2023; 128:1095-1104. [PMID: 36593360 PMCID: PMC10006095 DOI: 10.1038/s41416-022-02122-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Revised: 12/02/2022] [Accepted: 12/13/2022] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND This study aimed to evaluate the homologous recombination repair pathway deficiency (HRD) in ovarian high-grade serous carcinoma (HGSC). METHODS In the ovarian cancer data from The Cancer Genome Atlas, we identified genes differentially expressed between tumours with and without HRD genomic scars and named these genes "HRDness signature". We performed SNP array, RNA sequencing, and methylation array analyses on 274 HGSC tumours for which targeted sequencing of 51 genes and clinical data were available to generate JGOG3025-TR2 dataset. The HRDness signature was tested on external datasets, including the JGOG3025-TR2 cohort, by computational scoring and machine-learning prediction. RESULTS High scores and positive predictions of the HRDness signature were significantly associated with BRCA alterations, genomic scar scores, and better survival. On the other hand, among cases with high scores and/or positive predictions, those with BRCA1 methylation showed poorer survival. In the JGOG3025-TR2 cohort, HRD status was significantly associated with the use of olaparib after relapse and progression-free survival after its initiation. CONCLUSIONS The HRDness gene expression signature is associated with a good prognosis, while BRCA1 methylation is associated with a poor prognosis. The newly generated JGOG3025-TR2 dataset will be useful in future HGSC studies.
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Affiliation(s)
- Shiro Takamatsu
- Department of Gynecology and Obstetrics, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Department of Obstetrics and Gynecology, Kyoto Okamoto Memorial Hospital, Kyoto, Japan
| | - Kosuke Yoshihara
- Department of Obstetrics and Gynecology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Tsukasa Baba
- Department of Obstetrics and Gynecology, Iwate Medical University, Morioka, Japan
| | - Muneaki Shimada
- Department of Obstetrics and Gynecology, Tohoku University Graduate School of Medicine, Sendai, Japan
| | - Hiroshi Yoshida
- Department of Obstetrics and Gynecology, Tokai University Graduate School of Medicine, Isehara, Japan
| | - Hiroaki Kajiyama
- Department of Obstetrics and Gynecology, Nagoya University Graduate School of Medicine, Nagoya, Japan
| | - Katsutoshi Oda
- Division of Integrative Genomics, The University of Tokyo, Tokyo, Japan
| | - Masaki Mandai
- Department of Gynecology and Obstetrics, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Aikou Okamoto
- Department of Obstetrics and Gynecology, Jikei University School of Medicine, Tokyo, Japan
| | - Takayuki Enomoto
- Department of Obstetrics and Gynecology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan.
| | - Noriomi Matsumura
- Department of Obstetrics and Gynecology, Kindai University Faculty of Medicine, Osaka-Sayama, Japan.
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47
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Liu Y, Li Y, Zhang MZ, Chen D, Leng Y, Wang J, Han BW, Wang J. Homologous recombination deficiency prediction using low-pass whole genome sequencing in breast cancer. Cancer Genet 2023; 272-273:35-40. [PMID: 36758499 DOI: 10.1016/j.cancergen.2023.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Revised: 01/17/2023] [Accepted: 02/02/2023] [Indexed: 02/05/2023]
Abstract
Homologous recombination repair deficiency (HRD) results in a defect in DNA repair and is a frequent driver of tumorigenesis. Poly(ADP-ribose) polymerase inhibitors (PARPi) or platinum-based therapies have increased theraputic effectiveness when treating HRD positive cancers. For breast cancer and ovairan cancer HRD companion diagnostic tests are commonly used. However, the currently used HRD tests are based on high-depth genome sequencing or hybridization-based capture sequencing, which are technically complex and costly. In this study, we modified an existing method named shallowHRD, which uses low-pass whole genome sequencing (WGS) for HRD detection, and estimated the performance of the modified shallowHRD pipeline. Our shallowHRD pipeline achieved an AUC of 0.997 in simulated low-pass WGS data, with a sensitivity of 0.981 and a specificity of 0.964; and achieved a higher HRD risk score in clinical BRCA-deficient breast cancer samples (p = 5.5 × 10-5, compared with BRCA-intact breast cancer samples). We also estimated the limit of detection the shallowHRD pipeline could accurately predict HRD status with a minimum sequencing depth of 0.1 ×, a tumor purity of > 20%, and an input DNA amount of 1 ng. Our study demostrates using low-pass sequencing, HRD status can be determined with high accuracy using a simple approach with greatly reduced cost.
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Affiliation(s)
- Yang Liu
- Department of BC Surgery, Harbin Medical University Cancer Hospital, Harbin, China
| | - Yalun Li
- Department of Breast Surgery, Yantai Yuhuangding Hospital, Yantai, Shandong, China
| | - Min-Zhe Zhang
- GeneGenieDx Corp, 160 E Tasman Dr, San Jose, CA, USA
| | - Dan Chen
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Yang Leng
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Juan Wang
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China
| | - Bo-Wei Han
- Guangdong Jiyin Biotech Co. Ltd, Shenzhen, Guangdong, China.
| | - Ji Wang
- Department of Breast Surgery, Yantai Yuhuangding Hospital, Yantai, Shandong, China.
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48
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Conway JR, Tewari AK, Camp SY, Han S, Crowdis J, He MX, Nyame YA, AlDubayan SH, Schultz N, Szallasi Z, Pomerantz MM, Freedman ML, Fong L, Nelson PS, Brown M, Salari K, Allen EV. Analysis of evolutionary dynamics and clonal architecture in prostate cancer. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.03.23.533974. [PMID: 36993558 PMCID: PMC10055322 DOI: 10.1101/2023.03.23.533974] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/31/2023]
Abstract
The extent to which clinical and genomic characteristics associate with prostate cancer clonal architecture, tumor evolution, and therapeutic response remains unclear. Here, we reconstructed the clonal architecture and evolutionary trajectories of 845 prostate cancer tumors with harmonized clinical and molecular data. We observed that tumors from patients who self-reported as Black had more linear and monoclonal architectures, despite these men having higher rates of biochemical recurrence. This finding contrasts with prior observations relating polyclonal architecture to adverse clinical outcomes. Additionally, we utilized a novel approach to mutational signature analysis that leverages clonal architecture to uncover additional cases of homologous recombination and mismatch repair deficiency in primary and metastatic tumors and link the origin of mutational signatures to specific subclones. Broadly, prostate cancer clonal architecture analysis reveals novel biological insights that may be immediately clinically actionable and provide multiple opportunities for subsequent investigation. Statement of significance Tumors from patients who self-reported as Black demonstrate linear and monoclonal evolutionary trajectories yet experience higher rates of biochemical recurrence. In addition, analysis of clonal and subclonal mutational signatures identifies additional tumors with potentially actionable alterations such as deficiencies in mismatch repair and homologous recombination.
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49
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Tsang ES, Csizmok V, Williamson LM, Pleasance E, Topham JT, Karasinska JM, Titmuss E, Schrader I, Yip S, Tessier-Cloutier B, Mungall K, Ng T, Sun S, Lim HJ, Loree JM, Laskin J, Marra MA, Jones SJM, Schaeffer DF, Renouf DJ. Homologous recombination deficiency signatures in gastrointestinal and thoracic cancers correlate with platinum therapy duration. NPJ Precis Oncol 2023; 7:31. [PMID: 36964191 PMCID: PMC10039042 DOI: 10.1038/s41698-023-00368-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Accepted: 03/08/2023] [Indexed: 03/26/2023] Open
Abstract
There is emerging evidence about the predictive role of homologous recombination deficiency (HRD), but this is less defined in gastrointestinal (GI) and thoracic malignancies. We reviewed whole genome (WGS) and transcriptomic (RNA-Seq) data from advanced GI and thoracic cancers in the Personalized OncoGenomics trial (NCT02155621) to evaluate HRD scores and single base substitution (SBS)3, which is associated with BRCA1/2 mutations and potentially predictive of defective HRD. HRD scores were calculated by sum of loss of heterozygosity, telomeric allelic imbalance, and large-scale state transitions scores. Regression analyses examined the association between HRD and time to progression on platinum (TTPp). We included 223 patients with GI (n = 154) or thoracic (n = 69) malignancies. TTPp was associated with SBS3 (p < 0.01) but not HRD score in patients with GI malignancies, whereas neither was associated with TTPp in thoracic malignancies. Tumors with gBRCA1/2 mutations and a somatic second alteration exhibited high SBS3 and HRD scores, but these signatures were also present in several tumors with germline but no somatic second alterations, suggesting silencing of the wild-type allele or BRCA1/2 haploinsufficiency. Biallelic inactivation of an HR gene, including loss of XRCC2 and BARD1, was identified in BRCA1/2 wild-type HRD tumors and these patients had prolonged response to platinum. Thoracic cases with high HRD score were associated with high RECQL5 expression (p ≤ 0.025), indicating another potential mechanism of HRD. SBS3 was more strongly associated with TTPp in patients with GI malignancies and may be complementary to using HRD and BRCA status in identifying patients who benefit from platinum therapy.
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Affiliation(s)
- Erica S Tsang
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
- Pancreas Centre BC, Vancouver, BC, Canada
| | - Veronika Csizmok
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Laura M Williamson
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Erin Pleasance
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | | | | | - Emma Titmuss
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Intan Schrader
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Stephen Yip
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Basile Tessier-Cloutier
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Karen Mungall
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
| | - Tony Ng
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Sophie Sun
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Howard J Lim
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Jonathan M Loree
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Janessa Laskin
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre at BC Cancer, Vancouver, BC, Canada
- Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Vancouver, BC, Canada
| | - David F Schaeffer
- Pancreas Centre BC, Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Daniel J Renouf
- Department of Medical Oncology, BC Cancer, Vancouver, BC, Canada.
- Pancreas Centre BC, Vancouver, BC, Canada.
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50
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Du M, Gu D, Xin J, Peters U, Song M, Cai G, Li S, Ben S, Meng Y, Chu H, Chen L, Wang Q, Zhu L, Fu Z, Zhang Z, Wang M. Integrated multi-omics approach to distinct molecular characterization and classification of early-onset colorectal cancer. Cell Rep Med 2023; 4:100974. [PMID: 36921601 PMCID: PMC10040411 DOI: 10.1016/j.xcrm.2023.100974] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2022] [Revised: 12/23/2022] [Accepted: 02/17/2023] [Indexed: 03/16/2023]
Abstract
Incidence of early-onset colorectal cancer (EOCRC), defined by a diagnosed age under 50 years, is increasing, but its heterogeneous etiologies that differ from general CRC remain undetermined. We initially characterize the genome, epigenome, transcriptome, and proteome of tumors from 79 patients in a Chinese CRC cohort. Data for an additional 126 EOCRC subjects are obtained from the International Cancer Genome Consortium Chinese cohort and The Cancer Genome Atlas European cohort. We observe that early-onset tumors have a high tumor mutation burden; increased DNA repair features by mutational signature 3 and multi-layer pathway enrichments; strong perturbations at effects of DNA methylation and somatic copy-number alteration on gene expression; and upregulated immune infiltration as hot tumors underlying immunophenotypes. Notably, LMTK3 exhibits ancestral mutation disparity, potentially being a functional modulator and biomarker that drives molecular alterations in EOCRC development and immunotherapies. This integrative omics study provides valuable knowledge for precision oncology of CRC.
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Affiliation(s)
- Mulong Du
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Dongying Gu
- Department of Oncology, Nanjing First Hospital, Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Junyi Xin
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Ulrike Peters
- Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Mingyang Song
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA; Division of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Guoshuai Cai
- Department of Environmental Health Sciences, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA
| | - Shuwei Li
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Shuai Ben
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Yixuan Meng
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Haiyan Chu
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Lianmin Chen
- Department of Cardiology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Qianghu Wang
- Department of Bioinformatics, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Lingjun Zhu
- Department of Oncology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Zan Fu
- Department of General Surgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, Jiangsu 210029, China
| | - Zhengdong Zhang
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China
| | - Meilin Wang
- Department of Environmental Genomics, Jiangsu Key Laboratory of Cancer Biomarkers, Prevention and Treatment, Collaborative Innovation Center for Cancer Personalized Medicine, Nanjing Medical University, Nanjing, Jiangsu 211166, China; Department of Genetic Toxicology, The Key Laboratory of Modern Toxicology of Ministry of Education, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing, Jiangsu 211166, China; The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Gusu School, Nanjing Medical University, Suzhou 215005, China.
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